{"id":"W3088643303","doi":"10.32370/ia_2020_09_9","title":"The Driving Power of Social Processes from the Perspective of History of Science and Technology","year":2020,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Economic Development and Digital Transformation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Division of labour; Humanity; Productivity; Productive forces; Social change; Perspective (graphical); Phenomenon; Economic system; Sociology; Economics; Political science; Economic growth; Market economy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00306097,0.0005031478,0.0004339025,0.003328389,0.004057485,0.008468086,0.0008951234,0.001977894,0.004814802],"category_scores_gemma":[0.004421792,0.0002514465,0.0003746722,0.002341517,0.03169336,0.009079338,0.004024146,0.002605964,0.0004071902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005917147,"about_ca_system_score_gemma":0.003140963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003254218,"about_ca_topic_score_gemma":0.002999234,"domain_scores_codex":[0.9978977,0.001151132,0.00005340393,0.0003012028,0.0003684225,0.0002280836],"domain_scores_gemma":[0.996467,0.002368624,0.0003449688,0.0002731458,0.000275238,0.0002710031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003617507,0.000006860019,0.0003112235,0.00003273219,0.000004307974,0.00005484397,0.002006156,0.0003142349,0.00004966084,0.9934667,0.0003177768,0.003431967],"study_design_scores_gemma":[0.000005774772,0.00001821448,0.001057416,0.0001316856,0.000006354449,0.00008307574,0.003086505,0.0005857967,0.0001017147,0.9389598,0.05595136,0.00001218571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06748369,0.03793504,0.05597756,0.06783183,0.001123621,0.0001386727,0.000247808,0.00009846682,0.7691634],"genre_scores_gemma":[0.963381,0.01424693,0.006175565,0.001443273,0.001092851,0.0001003362,0.00006415774,0.00004530725,0.01345066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9959425,"threshold_uncertainty_score":0.04293209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02572089222604835,"score_gpt":0.197068088912389,"score_spread":0.1713471966863407,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}