{"id":"W6912684134","doi":"10.5281/zenodo.3477623","title":"HBClab/NiBetaSeries: v0.4.0","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Code refactoring; Documentation; Table (database); Code (set theory); HERO; Citation","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":[0.005725399,0.004190518,0.002093628,0.003108609,0.001715752,0.007344892,0.008502684,0.002631257,0.5434132],"category_scores_gemma":[0.02131272,0.006258211,0.002829563,0.002104123,0.001228417,0.007834711,0.00623597,0.007232462,0.6542103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934905,"about_ca_system_score_gemma":0.002702914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006080571,"about_ca_topic_score_gemma":0.004479647,"domain_scores_codex":[0.9978319,0.0003065616,0.0002278257,0.0005056054,0.0008491985,0.0002790086],"domain_scores_gemma":[0.9921895,0.001684721,0.0004777687,0.002370563,0.002524738,0.0007527156],"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":[0.0002112819,0.00001969797,0.0002584938,0.000381749,0.00003470407,0.00006676199,0.000105334,0.0001513222,0.001249992,0.001398549,0.9790122,0.01710994],"study_design_scores_gemma":[0.0001871276,0.00004831054,0.0009217344,0.0002935417,0.00003948858,0.0002551572,0.0000642083,0.001173604,0.00653511,0.006694045,0.9836271,0.0001604739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005625156,0.0004480559,0.04362645,0.0007472233,0.001180783,0.0002376287,0.05582152,0.8743333,0.02304248],"genre_scores_gemma":[0.002626894,0.0003360001,0.02471509,0.001069799,0.0002576558,0.0005587779,0.06509008,0.8757058,0.02963995],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5434132,"threshold_uncertainty_score":0.6512656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369625236722049,"score_gpt":0.2834510714958041,"score_spread":0.2297548191285836,"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."}}