{"id":"W32436854","doi":"10.2196/17645","title":"Work, Recognition and Emancipation","year":2007,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emancipation; Epistemology; Work (physics); Sociology; Political science; Philosophy; Politics; Engineering; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001335994,0.00004194579,0.00006964213,0.00004156652,0.0001313755,0.00003130232,0.00006621376,0.0001569993,0.0004792271],"category_scores_gemma":[0.0004446883,0.00003855295,0.00001675619,0.0001072288,0.0002470285,0.0003098254,0.00002428387,0.0001351654,0.0002299322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003777515,"about_ca_system_score_gemma":0.00007624677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005796805,"about_ca_topic_score_gemma":0.0001600294,"domain_scores_codex":[0.9991394,0.00001950123,0.0002672756,0.00003403342,0.0002903051,0.0002494697],"domain_scores_gemma":[0.9993026,0.0001960801,0.00005214463,0.00004584031,0.00003415514,0.0003692255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001235472,0.0000364908,0.0008605779,0.00003613573,0.000005744663,0.000003254401,0.03134438,2.510222e-8,1.813665e-7,0.06025567,0.00264492,0.9048003],"study_design_scores_gemma":[0.0008022535,0.00006830449,0.01441664,0.0001629624,0.00001388568,0.000006280914,0.02194565,0.0002169541,0.00004166451,0.04485843,0.9171491,0.0003179193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6441759,0.00001403456,0.004819861,0.001257652,0.0002118217,0.0001796397,0.000001946368,0.00007866845,0.3492605],"genre_scores_gemma":[0.9946802,0.00005274937,0.0009927839,0.00354754,0.0003170213,0.00001189897,0.00001537507,0.000002731164,0.0003797119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9145041,"threshold_uncertainty_score":0.5247201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04310085678493158,"score_gpt":0.3399189310848693,"score_spread":0.2968180742999377,"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."}}