{"id":"W4392108417","doi":"10.15173/m.v1i37.2506","title":"Contributors","year":2020,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Discovery Centre","funders":"","keywords":"Peer review; Medicine; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002823409,0.0008550598,0.0006763516,0.003583776,0.002701723,0.004908845,0.001453296,0.001754236,0.7740076],"category_scores_gemma":[0.02325372,0.0003852369,0.0004042234,0.001252007,0.0006461688,0.001785851,0.003575707,0.001884481,0.5996629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00204235,"about_ca_system_score_gemma":0.004930648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003100774,"about_ca_topic_score_gemma":0.007638706,"domain_scores_codex":[0.9976612,0.000490444,0.00008025473,0.0003539317,0.001113233,0.0003009703],"domain_scores_gemma":[0.9862199,0.001521506,0.0003815716,0.001018177,0.007526273,0.003332492],"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":[0.00003363481,0.00001737289,0.0002674828,0.00006053243,0.000001357094,0.00004515319,0.00007256946,0.0000115525,0.00006521117,0.002369649,0.9571757,0.03987988],"study_design_scores_gemma":[0.000004715133,0.00000346141,0.0001426358,0.00006682376,0.000001682609,0.00006340627,0.0001051791,0.00001996193,0.00004561611,0.0003775553,0.999166,0.00000284197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001678059,0.002242614,0.002996181,0.02778358,0.03311017,0.0007755248,0.009931797,0.003599809,0.9178822],"genre_scores_gemma":[0.002488337,0.0004361535,0.001160686,0.003301738,0.001465484,0.0002537414,0.001970551,0.0005820456,0.9883413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2259924,"threshold_uncertainty_score":0.3223507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287932404683033,"score_gpt":0.2539136291299959,"score_spread":0.2110343050831656,"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."}}