{"id":"W6969231924","doi":"10.5281/zenodo.8235713","title":"akhanf/snakebids: 0.9.0","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Western University","funders":"","keywords":"Plug-in; Documentation; Set (abstract data type); Filter (signal processing); Extension (predicate logic); Debugging","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":[0.004472219,0.003823799,0.001974038,0.002910994,0.001071486,0.007226604,0.008392977,0.003665604,0.415098],"category_scores_gemma":[0.01827843,0.005328926,0.003786211,0.00176426,0.00116355,0.009073279,0.005773006,0.006177031,0.4922774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003331393,"about_ca_system_score_gemma":0.003296782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008825488,"about_ca_topic_score_gemma":0.005851272,"domain_scores_codex":[0.9974027,0.0002506016,0.0002398136,0.0005997319,0.001118951,0.0003880718],"domain_scores_gemma":[0.9926035,0.001579385,0.0003581104,0.002711443,0.002198984,0.0005486789],"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":[0.0004481195,0.00005949726,0.0007625704,0.0006194004,0.00007208567,0.0001052564,0.0001963338,0.0005669778,0.00168928,0.005111822,0.9376871,0.05268158],"study_design_scores_gemma":[0.0002112216,0.0000331236,0.000840231,0.0002066329,0.00004843133,0.000239442,0.00005053636,0.002314594,0.008319373,0.005906139,0.9816774,0.0001529273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004571028,0.0002158762,0.04595782,0.000296943,0.0003636096,0.0001087536,0.01875779,0.9159301,0.01791198],"genre_scores_gemma":[0.007689266,0.0003828874,0.0364446,0.0009290159,0.0001467936,0.000556275,0.05461583,0.8391268,0.06010849],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.415098,"threshold_uncertainty_score":0.8342918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07099805996431259,"score_gpt":0.218304602277744,"score_spread":0.1473065423134314,"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."}}