{"id":"W6963973184","doi":"10.24433/co.2250323.v1","title":"CoBE_CopyscAT","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":"Code (set theory); Identification (biology); Key (lock); Column (typography); Order (exchange)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007095638,0.00178123,0.0008164599,0.001574447,0.0009825105,0.002847438,0.002059263,0.001330902,0.5865595],"category_scores_gemma":[0.005914183,0.001386038,0.0009035837,0.001558368,0.0005476432,0.004335156,0.004401454,0.001432558,0.6220736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001095389,"about_ca_system_score_gemma":0.001479661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007158056,"about_ca_topic_score_gemma":0.007140091,"domain_scores_codex":[0.9993254,0.00005413541,0.00003639807,0.0001239675,0.0003402909,0.0001198895],"domain_scores_gemma":[0.9974914,0.0004621475,0.0001398611,0.0008402999,0.0007700737,0.0002962778],"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":[0.0001318193,0.00001943231,0.0002471397,0.0002100367,0.000008834996,0.00004686133,0.00006707361,0.0001467915,0.001154223,0.001870096,0.9658988,0.03019881],"study_design_scores_gemma":[0.00004234457,0.00001508677,0.0007852878,0.00009027705,0.000008711912,0.0001392063,0.00002897611,0.0007269776,0.00429939,0.00137639,0.99244,0.00004727782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001746973,0.0003006089,0.03248333,0.0005881502,0.0004733815,0.0002639155,0.1046772,0.5987747,0.2606917],"genre_scores_gemma":[0.01188793,0.0004655949,0.02333739,0.001024269,0.0002082069,0.000463741,0.1751342,0.5298187,0.25766],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4134405,"threshold_uncertainty_score":0.5897228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739701500040046,"score_gpt":0.2603882779322757,"score_spread":0.2429912629318752,"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."}}