{"id":"W4403566798","doi":"10.1007/s11191-024-00580-6","title":"Art and Science","year":2024,"lang":"en","type":"article","venue":"Science & Education","topic":"Healthcare Regulation","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Art","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":[],"category_scores_codex":[0.003276477,0.00005065158,0.00004977789,0.0004317688,0.001578324,0.00008748922,0.0001668435,0.00003611422,0.0001043065],"category_scores_gemma":[0.0004134091,0.00004323036,0.000006836473,0.002109591,0.0008067268,0.001172138,0.00004618553,0.0001805058,0.0007992882],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005024108,"about_ca_system_score_gemma":0.02394199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243193,"about_ca_topic_score_gemma":0.00005686911,"domain_scores_codex":[0.9986151,0.00005503378,0.0001731153,0.0003631385,0.0004271989,0.0003663919],"domain_scores_gemma":[0.9991545,0.00009568249,0.00003490602,0.0002094686,0.0002992548,0.0002061663],"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":[0.00000239503,0.00003231835,0.0239029,0.0003148878,7.304664e-7,3.281903e-7,0.01733262,0.000001767687,0.04062329,0.4600811,0.01188875,0.4458189],"study_design_scores_gemma":[0.00005666146,0.00004079906,0.5604105,0.0006304015,0.000005521805,0.000009561538,0.005898672,0.003885099,0.0009785849,0.0133022,0.4146154,0.0001666175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250909,0.0004342393,0.0002965288,0.01363363,0.005337703,0.0004482132,0.000001038999,0.0001327729,0.05462496],"genre_scores_gemma":[0.9907922,0.00003601865,0.001073069,0.0005036221,0.0003083108,0.00003222289,0.000001864273,0.000005279019,0.007247405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5365076,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09268296712351758,"score_gpt":0.5570985423853313,"score_spread":0.4644155752618137,"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."}}