{"id":"W6907681682","doi":"10.24433/co.3258569.v2","title":"CoBE_Piano example","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Identification (biology); Order (exchange); Key (lock); Column (typography); Natural (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001775846,0.0003253174,0.0003597336,0.0003536859,0.00007294865,0.0000321946,0.0006156339,0.0001667847,0.3555225],"category_scores_gemma":[0.00003728561,0.0003600513,0.0001068968,0.0002925097,0.00007987554,0.00001818568,0.0003013749,0.0003631192,0.04060368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002104133,"about_ca_system_score_gemma":0.00009786516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005323407,"about_ca_topic_score_gemma":0.000601818,"domain_scores_codex":[0.9983751,0.0001138222,0.000160526,0.0005441037,0.0004184855,0.0003880142],"domain_scores_gemma":[0.9986178,0.00003110898,0.000210086,0.001002746,0.00001361787,0.0001246702],"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":[0.000006881408,0.00004404754,0.0004886244,0.00003839381,0.0000657314,0.00004955149,0.00006976354,0.000001680218,0.00002073035,0.001546162,0.9974827,0.0001857774],"study_design_scores_gemma":[0.0003322142,0.00002434542,0.00004556693,0.00002584508,0.00004713184,0.00001131784,0.00003450308,0.00001167708,0.000007156507,0.0001270536,0.9989324,0.0004008088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003316722,0.001340189,0.00001177291,0.00002746356,0.0005352594,0.0003362661,0.002627684,0.001681763,0.9934064],"genre_scores_gemma":[0.0002926972,0.0000256243,0.0002738821,0.0002078886,0.0005079459,0.00001240105,0.001292356,0.004835425,0.9925518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3149188,"threshold_uncertainty_score":0.9998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454328530974778,"score_gpt":0.2598456130316056,"score_spread":0.2253023277218578,"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."}}