{"id":"W3047980728","doi":"10.29173/hsi303","title":"Health Science Inquiry in review","year":2020,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01974789,0.0002210895,0.0009031643,0.0006322797,0.000678282,0.0000563495,0.0008456205,0.00006427048,0.0001378988],"category_scores_gemma":[0.03407846,0.0001749647,0.0000600731,0.008710561,0.004987072,0.0007011777,0.0003019938,0.001078978,0.0003194624],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001884068,"about_ca_system_score_gemma":0.1321585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004275441,"about_ca_topic_score_gemma":0.00002020374,"domain_scores_codex":[0.9900647,0.0001016766,0.001154759,0.001067239,0.003744648,0.003867008],"domain_scores_gemma":[0.9694518,0.0001159274,0.0003070388,0.0007850172,0.0004385886,0.02890157],"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":[0.0001619247,0.0003821022,0.01746425,0.02264239,0.000002499495,0.0001625374,0.01340686,0.000003071516,0.0005390191,0.000743107,0.2471461,0.6973462],"study_design_scores_gemma":[0.00573273,0.01217751,0.4615889,0.04134047,0.00001229136,0.000601699,0.004820721,0.003258858,0.0005739155,0.000261804,0.4686634,0.0009676937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.091801,0.02704966,0.0002280063,0.8759742,0.001033364,0.002697966,0.000003278082,0.0001420907,0.001070365],"genre_scores_gemma":[0.4585971,0.0309327,0.001077382,0.5087333,0.0005767297,0.00003959174,0.000004672916,0.00001538332,0.00002320282],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6963785,"threshold_uncertainty_score":0.9977208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5403791747359462,"score_gpt":0.5821979942510778,"score_spread":0.04181881951513156,"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."}}