{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002582385,0.00005183375,0.00005633712,0.00001867505,0.00008186658,0.00002452612,0.0001116368,0.00001420699,0.0040088],"category_scores_gemma":[0.0003202881,0.00003429955,0.00003056713,0.0003070339,0.00005190267,0.00004589477,0.00003428592,0.0000917135,0.02626228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005938789,"about_ca_system_score_gemma":0.0001676958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008645603,"about_ca_topic_score_gemma":0.000009214276,"domain_scores_codex":[0.9994242,0.000106147,0.00006898033,0.00013681,0.0001293075,0.0001345342],"domain_scores_gemma":[0.9993603,0.00003144483,0.00002478392,0.0004777474,0.00006385646,0.00004191166],"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":[0.000008837983,0.00009175816,0.0002649133,0.000003735557,0.00002449739,0.000002597741,0.001470408,0.000003600265,0.1733544,0.00887078,0.8141341,0.001770368],"study_design_scores_gemma":[0.00006992617,0.000004366046,0.004485637,0.000001793874,0.00002147615,0.0000780727,0.001359315,0.000004712314,0.146423,0.001033433,0.8464586,0.00005965574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374811,0.0004785952,0.000008749997,0.05395421,0.00219915,0.00005760914,0.00000409394,0.0001001565,0.005716333],"genre_scores_gemma":[0.9759932,0.00000599355,0.0003452647,0.000419209,0.00514415,0.00001990891,0.00001469334,0.00003818806,0.01801946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05353501,"threshold_uncertainty_score":0.9969017,"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."}}