{"id":"W4392108392","doi":"10.15173/m.v1i28.2609","title":"Introduction","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001949112,0.0008971739,0.0004165862,0.001450114,0.001725831,0.004615906,0.001657169,0.002531064,0.461869],"category_scores_gemma":[0.006999489,0.000261415,0.0007422461,0.0009115505,0.0008923596,0.002102903,0.003023881,0.002612147,0.2875164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00196316,"about_ca_system_score_gemma":0.004503294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00444745,"about_ca_topic_score_gemma":0.004997903,"domain_scores_codex":[0.9984249,0.0002635827,0.00005782479,0.0003736889,0.0006459746,0.0002341397],"domain_scores_gemma":[0.9967059,0.0004587893,0.0001470519,0.0002543903,0.001664902,0.0007689766],"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":[0.00004410371,0.00004451851,0.000449152,0.0003046922,0.000004147372,0.00009443967,0.0002527013,0.00006564819,0.0002635001,0.02389411,0.840852,0.133731],"study_design_scores_gemma":[0.000003540768,0.000009431096,0.0002793227,0.0001810068,0.000001655404,0.00005916863,0.00008049964,0.00001242636,0.00006611775,0.001666788,0.9976356,0.000004342997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001926692,0.006596393,0.00659074,0.04284724,0.03248487,0.000339303,0.007332716,0.001914247,0.8999677],"genre_scores_gemma":[0.01090568,0.004455449,0.004696473,0.0209978,0.01022658,0.0004148072,0.00518788,0.000761545,0.9423538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.538131,"threshold_uncertainty_score":0.7675785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238439914761775,"score_gpt":0.2632172360902894,"score_spread":0.2508328369426716,"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."}}