{"id":"W4392125669","doi":"10.15173/m.v1i35.2195","title":"Cover","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Engineering","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":[0.0002583161,0.00006248205,0.00006940705,0.00002248185,0.0000318814,0.00001718431,0.0002657606,0.00001672998,0.00941159],"category_scores_gemma":[0.00004531557,0.00003574873,0.00003452271,0.0001323722,0.00004065571,0.00004863119,0.00003891155,0.00008195677,0.5550717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000475347,"about_ca_system_score_gemma":0.00009543356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000243123,"about_ca_topic_score_gemma":0.000001198217,"domain_scores_codex":[0.9994617,0.00004811819,0.00006064468,0.0001005929,0.0001573968,0.0001715181],"domain_scores_gemma":[0.9993249,0.00007279934,0.00002993843,0.0005068079,0.00001730083,0.0000482464],"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":[0.00004184389,0.0001100205,0.01477958,0.00001011317,0.00004341842,7.298581e-7,0.003449687,0.00001024554,0.06654023,0.00870508,0.9058959,0.0004131774],"study_design_scores_gemma":[0.0002849486,0.00002277662,0.03902545,0.0000085839,0.00001984355,0.00001122514,0.0006293751,0.00003166502,0.0117017,0.0008261334,0.9473004,0.0001378411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034007,0.0001049207,6.746378e-7,0.0009947153,0.0008071163,0.0001669248,0.000006871704,0.00006565777,0.09445237],"genre_scores_gemma":[0.959923,7.972905e-7,0.00003498696,0.0006050895,0.0001699583,0.00001042709,0.000001990227,0.00003708293,0.03921666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5456601,"threshold_uncertainty_score":0.9914939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009063872959617537,"score_gpt":0.2526128917413428,"score_spread":0.2435490187817252,"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."}}