{"id":"W2836325649","doi":"10.1080/23269995.2018.1464352","title":"‘Life finds a way’: mapping a post-positivist marxian science","year":2018,"lang":"en","type":"article","venue":"Global Discourse","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Surprise; Politics; Relation (database); Positivism; Epistemology; Sociology; Indeterminacy (philosophy); Positive economics; Political science; Economics; Law; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0007403389,0.0001233647,0.0001465647,0.00005556471,0.001312508,0.0002707759,0.0005691847,0.00007213542,0.000502509],"category_scores_gemma":[0.001129721,0.0001185437,0.0000742834,0.0005860897,0.004860509,0.0006170874,0.0001620306,0.00008337593,0.0008494069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003194905,"about_ca_system_score_gemma":0.001501021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0052419,"about_ca_topic_score_gemma":0.002060343,"domain_scores_codex":[0.9980856,0.00007147524,0.0001753926,0.0003653045,0.000377795,0.0009244564],"domain_scores_gemma":[0.9985923,0.00003554507,0.00005571422,0.0002381036,0.0001923535,0.0008860456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001368553,0.00007038786,0.002882449,0.000003989736,0.00001012517,0.00001065405,0.002258448,1.520471e-7,0.00009182753,0.977156,0.003023267,0.014479],"study_design_scores_gemma":[0.001224948,0.000414842,0.4739664,0.0001774938,0.00007390122,0.00002205047,0.04282621,0.0002713724,0.0002347766,0.08781623,0.3915904,0.001381433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.336888,0.00002202204,0.0005660497,0.01540257,0.000632026,0.0001489538,0.00007022598,0.00009075779,0.6461794],"genre_scores_gemma":[0.9931514,0.000003893013,0.0003327379,0.004725055,0.0006536618,0.000009027319,0.000003028626,0.000004510147,0.001116647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8893398,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982357939676161,"score_gpt":0.3389013737124881,"score_spread":0.3190777943157265,"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."}}