{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002043315,0.00008001034,0.0001020367,0.00001174005,0.00007791952,0.00002333727,0.0003352858,0.00001828385,0.001048487],"category_scores_gemma":[0.0005235125,0.00004779415,0.00004661076,0.000257252,0.00008043044,0.00003781054,0.00004860577,0.0001181827,0.04001799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003645058,"about_ca_system_score_gemma":0.0001109832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001728255,"about_ca_topic_score_gemma":0.000001624917,"domain_scores_codex":[0.9993247,0.00008205021,0.00009493651,0.000123277,0.0001646821,0.000210399],"domain_scores_gemma":[0.9994189,0.00009286895,0.00004069689,0.0002329505,0.00002920044,0.0001853825],"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":[0.00009352517,0.00007508125,0.004466868,0.00001013999,0.00007721505,0.000005642855,0.01301835,0.000004734481,0.05135664,0.00982743,0.9201833,0.0008810669],"study_design_scores_gemma":[0.0004265099,0.00004563089,0.007392014,0.000004534169,0.00004925612,0.000006424459,0.001816308,0.0000839603,0.02710595,0.0004471164,0.9624538,0.0001684481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469619,0.0003358819,0.00001467062,0.04660627,0.0003857146,0.0002077304,0.00004038381,0.0002443892,0.005203112],"genre_scores_gemma":[0.9948009,0.000001236478,0.0000444541,0.004156977,0.0006053573,0.00001831431,0.000004338733,0.00003799727,0.000330463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04783901,"threshold_uncertainty_score":0.9998647,"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."}}