{"id":"W2973265967","doi":"10.1101/584185","title":"Integrated Open-Source Software for Multiscale Electrophysiology","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Transparency (behavior); Open science; Computer science; Sophistication; Software; Data sharing; Data science; Open data; Standardization; Neurophysiology; Open source; Human–computer interaction; World Wide Web; Neuroscience; Computer security; Psychology","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.003376575,0.001711082,0.00124866,0.002086156,0.0005571159,0.002250792,0.003605461,0.001643446,0.04238885],"category_scores_gemma":[0.009009672,0.001117575,0.001877357,0.001123997,0.0009281589,0.002222952,0.005025886,0.003227455,0.02319083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005111446,"about_ca_system_score_gemma":0.001651307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047572,"about_ca_topic_score_gemma":0.001207218,"domain_scores_codex":[0.9979493,0.0002413574,0.0002809321,0.0004294529,0.0009553127,0.0001437365],"domain_scores_gemma":[0.996365,0.001550933,0.0002272612,0.0008450141,0.000778736,0.0002331183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001206587,0.0004513475,0.003336129,0.002608874,0.0008434107,0.001256687,0.0009728078,0.03184139,0.08019268,0.05911588,0.3887264,0.4294478],"study_design_scores_gemma":[0.000649059,0.000153006,0.005489944,0.0005347314,0.0001824077,0.00137684,0.0001031145,0.2776848,0.07681263,0.1056345,0.5309176,0.0004614106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001677681,0.000187639,0.7616365,0.0001810634,0.0002000522,0.0001617238,0.005136836,0.2278401,0.002978515],"genre_scores_gemma":[0.05446638,0.0006953921,0.7495675,0.0006984481,0.0002576922,0.002388236,0.03797407,0.1380322,0.01591996],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9963945,"threshold_uncertainty_score":0.1418049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229708441827288,"score_gpt":0.2399434816327601,"score_spread":0.2169726374500313,"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."}}