{"id":"W4392121377","doi":"10.15173/m.v1i42.3277","title":"Wading Through the Overturn","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Population health; Medicine; Public health; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0178482,0.0008833404,0.001449741,0.002394677,0.0136499,0.0165453,0.002348986,0.01456433,0.02065983],"category_scores_gemma":[0.06671752,0.0006532336,0.0007733974,0.001162943,0.04335968,0.02587146,0.01466749,0.03201038,0.007909596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007074911,"about_ca_system_score_gemma":0.01230948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007027453,"about_ca_topic_score_gemma":0.01165141,"domain_scores_codex":[0.9846495,0.00641679,0.0006188287,0.002517313,0.004072648,0.001725012],"domain_scores_gemma":[0.9709755,0.009364613,0.001534122,0.006223669,0.006435008,0.005467091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005151544,0.00002943435,0.0003881367,0.00006616177,0.00001592136,0.00009354682,0.005036818,0.00006363419,0.0001899704,0.6995665,0.2692365,0.02526188],"study_design_scores_gemma":[0.00001557909,0.0000191395,0.0002563679,0.0002646583,0.000005646076,0.0001103151,0.002503684,0.0001245027,0.0001527828,0.209184,0.7873314,0.00003209252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004542298,0.01517375,0.007960976,0.8370544,0.03264762,0.00003250727,0.0001152166,0.000329002,0.1021443],"genre_scores_gemma":[0.2171731,0.006034475,0.0073414,0.5398967,0.0212493,0.0001548504,0.0001005569,0.001162608,0.206887],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02065983,"threshold_uncertainty_score":0.09439147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05900302869202077,"score_gpt":0.2219865103949854,"score_spread":0.1629834817029646,"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."}}