{"id":"W6931064832","doi":"10.5281/zenodo.15793805","title":"MarschmiLab/Pendleton_2025_Ontario_Publication_Repo: Pre-Review Submission","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Exposition (narrative); Work (physics); Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00891073,0.001327734,0.001460473,0.004796835,0.004196475,0.01067851,0.003218996,0.002549718,0.8682147],"category_scores_gemma":[0.03222701,0.001132594,0.001234691,0.003275933,0.001907577,0.003763979,0.005204912,0.001644767,0.8192099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006645569,"about_ca_system_score_gemma":0.01724488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04124141,"about_ca_topic_score_gemma":0.07463186,"domain_scores_codex":[0.9899407,0.0009149382,0.0006647072,0.0006076573,0.006956107,0.0009157911],"domain_scores_gemma":[0.9411943,0.003194839,0.001667225,0.006925917,0.03981052,0.007207163],"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":[0.00004294725,0.000009753071,0.00007495493,0.0001569357,0.000004064022,0.00002139186,0.00002507756,0.00001504032,0.0001808623,0.0005518051,0.9849053,0.01401184],"study_design_scores_gemma":[0.00001571774,0.00001063519,0.0003482097,0.00007368862,0.000002166147,0.00001917246,0.00003372929,0.00002076141,0.0003002546,0.000249991,0.9989154,0.00001022703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001254796,0.001775567,0.002435191,0.01094422,0.02004072,0.001718704,0.1085769,0.01458525,0.8386686],"genre_scores_gemma":[0.003636356,0.0008758395,0.001654491,0.001000614,0.001086859,0.0004568192,0.03287891,0.007199459,0.9512106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9587586,"threshold_uncertainty_score":0.1879756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390598545650769,"score_gpt":0.2752953278023481,"score_spread":0.2513893423458404,"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."}}