{"id":"W6907800615","doi":"10.24433/co.6188189.v1","title":"CoBE_ConsensusCruncher","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":[],"category_scores_codex":[0.002686879,0.002685278,0.001626169,0.002132796,0.002148921,0.004654772,0.004455229,0.002657329,0.4545122],"category_scores_gemma":[0.01329699,0.002473963,0.001581614,0.001832224,0.0009190207,0.005781296,0.006876388,0.002891054,0.5998878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002053822,"about_ca_system_score_gemma":0.003480825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01099299,"about_ca_topic_score_gemma":0.01193771,"domain_scores_codex":[0.9980111,0.0002408876,0.0001316442,0.0004379454,0.0008066434,0.0003718402],"domain_scores_gemma":[0.9938608,0.001079949,0.0003259505,0.001885656,0.002089204,0.0007583587],"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":[0.0001230558,0.00001150565,0.000146519,0.0002295009,0.00001436236,0.00003350806,0.00006615338,0.0001937219,0.0009940501,0.001936548,0.9836731,0.01257805],"study_design_scores_gemma":[0.00006238897,0.00001382315,0.0003838365,0.00009956494,0.00001438605,0.00008381427,0.00003913839,0.001133364,0.00501935,0.003029746,0.9900405,0.00008018294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0009763424,0.0003076229,0.05252494,0.001034691,0.0007756192,0.0002741257,0.07074989,0.7562459,0.1171108],"genre_scores_gemma":[0.009180463,0.0003802332,0.03413986,0.001789792,0.000233558,0.000824909,0.1664427,0.6813756,0.1056328],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4545122,"threshold_uncertainty_score":0.7780721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02582724992461467,"score_gpt":0.2626731530827298,"score_spread":0.2368459031581151,"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."}}