{"id":"W4392108357","doi":"10.15173/m.v1i41.3291","title":"Dr. Jonathan Ng","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer review; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001671662,0.0005029543,0.0004799103,0.0007116633,0.003557852,0.002334513,0.00079016,0.003034466,0.05529968],"category_scores_gemma":[0.01705683,0.0002364395,0.0003441515,0.0003685689,0.001158259,0.002262828,0.002315554,0.008051295,0.02145385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737464,"about_ca_system_score_gemma":0.005003084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006649678,"about_ca_topic_score_gemma":0.01357725,"domain_scores_codex":[0.9985065,0.0003698882,0.00005026037,0.000272525,0.0005703461,0.0002305002],"domain_scores_gemma":[0.9920124,0.0008798264,0.0003048147,0.0001814639,0.002342985,0.004278369],"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":[0.000006942289,0.0000113609,0.0002422088,0.00002758997,0.000001109031,0.00007693091,0.0001887157,0.000005786443,0.00003903599,0.0006167385,0.9852846,0.01349889],"study_design_scores_gemma":[0.000005554331,0.00002369745,0.0006256506,0.0001835013,0.00000300957,0.001144697,0.001588179,0.00002708471,0.00008552225,0.0008324,0.9954647,0.00001607801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001720306,0.02101829,0.001045844,0.856277,0.07494777,0.00005527136,0.000155061,0.0003411494,0.04443927],"genre_scores_gemma":[0.02599152,0.02470464,0.002235105,0.5493259,0.02248141,0.0002252025,0.0002117604,0.0003796441,0.3744448],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9447003,"threshold_uncertainty_score":0.1849958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08070944141197561,"score_gpt":0.4566288684762626,"score_spread":0.375919427064287,"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."}}