{"id":"W2945113614","doi":"","title":"Dr. Mike Apkon","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Peer review; Political science; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004761831,0.000110111,0.0000982684,0.00004864122,0.0001805861,0.00003731869,0.0004533518,0.00003181455,0.002327829],"category_scores_gemma":[0.0001640939,0.00006686381,0.00004620818,0.000280985,0.0003543237,0.00006709251,0.00007249112,0.0001059868,0.1224924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006913649,"about_ca_system_score_gemma":0.0001392638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069973,"about_ca_topic_score_gemma":0.00005420337,"domain_scores_codex":[0.9990893,0.00009881005,0.0001115307,0.0001698313,0.0002178193,0.0003126799],"domain_scores_gemma":[0.9989972,0.00007075151,0.00005436541,0.0007011199,0.00006653185,0.0001100401],"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":[0.00004563252,0.0001310489,0.001600411,0.000005433048,0.00003805596,0.000001242273,0.007692558,8.541383e-8,0.05361984,0.00420506,0.9314942,0.001166475],"study_design_scores_gemma":[0.0002296546,0.00007541152,0.0182386,0.00001488396,0.00004329515,0.00002538467,0.001041085,0.00001775974,0.06683581,0.002552563,0.910738,0.0001875348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938558,0.0001748771,0.000005111068,0.003898225,0.00137559,0.0001648413,0.00001122468,0.0001713441,0.0556408],"genre_scores_gemma":[0.9833118,0.000001485444,0.0001515694,0.0008037097,0.001883237,0.00002748791,0.000003007757,0.00006890832,0.01374875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1201645,"threshold_uncertainty_score":0.9985842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990443741927531,"score_gpt":0.3158987819168426,"score_spread":0.2859943444975673,"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."}}