{"id":"W3005955113","doi":"10.1136/bmj.m587","title":"Glen Harrison Lowther","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009287551,0.0005100947,0.0003719279,0.0006837796,0.00273892,0.003473284,0.0007033159,0.002166941,0.1684525],"category_scores_gemma":[0.006943569,0.0002849067,0.0002074663,0.0003290021,0.0008875588,0.001969789,0.002504389,0.004575185,0.06632448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001411636,"about_ca_system_score_gemma":0.003837826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007498985,"about_ca_topic_score_gemma":0.01438487,"domain_scores_codex":[0.9988472,0.0001599405,0.00003220711,0.0002019588,0.0005673779,0.0001913105],"domain_scores_gemma":[0.996717,0.0002624567,0.00009603558,0.00008822509,0.0008566173,0.001979684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007724739,0.0000094589,0.0001219581,0.0000225347,8.838902e-7,0.00009020036,0.0001160064,0.000009301797,0.00006969512,0.001231511,0.9805362,0.01778457],"study_design_scores_gemma":[0.000001851489,0.000008952656,0.0002189057,0.00009405627,8.427146e-7,0.000355973,0.0003241485,0.00001192377,0.00004724519,0.0004121966,0.9985188,0.00000515653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003498157,0.04594981,0.001977124,0.3634938,0.1322032,0.0000792801,0.0003125435,0.0009055044,0.4515806],"genre_scores_gemma":[0.01261331,0.0140212,0.0005528686,0.06563371,0.006218087,0.00003152848,0.0001089507,0.0002405116,0.9005799],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8315475,"threshold_uncertainty_score":0.5635298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194039446248491,"score_gpt":0.4951901313223774,"score_spread":0.3757861866975283,"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."}}