{"id":"W1495416035","doi":"10.1126/science.1162742","title":"Regime Change in Scientific Depiction","year":2008,"lang":"en","type":"article","venue":"Science","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Objectivity (philosophy); Depiction; Epistemology; Philosophy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004141008,0.0007616143,0.0005701239,0.002943721,0.003527992,0.0104917,0.0008016893,0.002167618,0.009254349],"category_scores_gemma":[0.008216957,0.0004187615,0.000497759,0.003115225,0.02553182,0.01288432,0.005445074,0.003621858,0.001613484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006680936,"about_ca_system_score_gemma":0.001561808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004676084,"about_ca_topic_score_gemma":0.005119571,"domain_scores_codex":[0.9964752,0.002274707,0.00008698656,0.0003328988,0.000642153,0.000188062],"domain_scores_gemma":[0.9967259,0.002270942,0.0003198081,0.0003080487,0.0002765914,0.00009863977],"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":[0.00001655688,0.000004603752,0.0001475849,0.0001891007,0.00001020104,0.00007668334,0.03377113,0.0001998007,0.0001699844,0.8909841,0.05070652,0.02372384],"study_design_scores_gemma":[0.000006183731,0.000008070684,0.0005504674,0.0004733337,0.000005740032,0.0001494002,0.008527452,0.0001476974,0.0001342828,0.2406264,0.7493561,0.00001495876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01287269,0.1766248,0.007650299,0.1080978,0.004995354,0.0000265385,0.000284177,0.0001761414,0.6892721],"genre_scores_gemma":[0.7543755,0.07927857,0.005050124,0.009518866,0.005923289,0.0001680654,0.0002663437,0.000533997,0.1448852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.996472,"threshold_uncertainty_score":0.04847383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122416732513974,"score_gpt":0.2503563647822285,"score_spread":0.1381146915308311,"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."}}