{"id":"W6950702880","doi":"10.5281/zenodo.7951985","title":"JCCKwong/SEPERA: v1.0.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Work (physics); Product (mathematics); Identification (biology)","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":[0.00192169,0.003547791,0.002813295,0.004450712,0.001829151,0.01089804,0.006074976,0.003980618,0.8611286],"category_scores_gemma":[0.008423302,0.00302188,0.002203558,0.003716428,0.001098397,0.004613008,0.006169445,0.003114155,0.9234358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519246,"about_ca_system_score_gemma":0.001712916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002678911,"about_ca_topic_score_gemma":0.002839063,"domain_scores_codex":[0.9985908,0.0001353081,0.0001309302,0.0002483045,0.0006512023,0.0002435472],"domain_scores_gemma":[0.9966022,0.0005430627,0.000178998,0.001171547,0.0009063263,0.0005977764],"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":[0.0001229381,0.00001954466,0.00007835638,0.0004092224,0.00001806437,0.00003773535,0.00002506757,0.0002032356,0.0006230382,0.001232488,0.9819521,0.01527821],"study_design_scores_gemma":[0.00008942329,0.0000232476,0.0002175751,0.0001154026,0.00001389067,0.0001071428,0.00001447613,0.0005377954,0.002368402,0.002980991,0.9934716,0.00006002125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005630897,0.0008874233,0.02475367,0.0009109417,0.002602842,0.0004723736,0.3022517,0.3930331,0.2745249],"genre_scores_gemma":[0.005921627,0.0007809455,0.01465196,0.0008263828,0.0005953541,0.0008655711,0.3006171,0.3580379,0.3177032],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.8611286,"threshold_uncertainty_score":0.1980832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0408658902212365,"score_gpt":0.2594422755870854,"score_spread":0.2185763853658489,"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."}}