{"id":"W3131396636","doi":"10.1016/j.neuron.2021.04.001","title":"Brainhack: Developing a culture of open, inclusive, community-driven neuroscience","year":2021,"lang":"en","type":"article","venue":"Neuron","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Polytechnique Montréal; McGill University; Montreal Neurological Institute and Hospital; Université de Sherbrooke; Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"National Institute on Alcohol Abuse and Alcoholism; National Institute of Mental Health; Medical Research Council; National Institutes of Health; Agence Nationale de la Recherche; European Commission; Motor Neurone Disease Australia; National Institute of Biomedical Imaging and Bioengineering; Wellcome Trust","keywords":"Complement (music); Open science; Neuroscience; Psychology; Cognitive science; Engineering ethics; Sociology; Biology; Engineering","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":[0.01156848,0.0005796929,0.0003024202,0.001016164,0.00519154,0.009342782,0.002976064,0.002936963,0.008523967],"category_scores_gemma":[0.0177049,0.0002883716,0.0003699058,0.0004817809,0.009054292,0.007999482,0.02098703,0.00787794,0.002757199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426253,"about_ca_system_score_gemma":0.01385357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867234,"about_ca_topic_score_gemma":0.007182102,"domain_scores_codex":[0.9938339,0.003254446,0.0001529855,0.0005091715,0.001686284,0.0005632857],"domain_scores_gemma":[0.9822981,0.005503197,0.0005989034,0.001922708,0.002735501,0.006941464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001891822,0.0004555516,0.00273916,0.0005793724,0.00007121351,0.0005740222,0.07638226,0.001996288,0.01290511,0.5730523,0.133066,0.1979895],"study_design_scores_gemma":[0.00004021983,0.0001185672,0.001098666,0.0005859814,0.00002267312,0.0005885942,0.0224131,0.004208175,0.007411362,0.2956434,0.6677788,0.0000905421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.09916701,0.002927952,0.4628994,0.1157814,0.005778569,0.0006334888,0.0003371931,0.004927285,0.3075477],"genre_scores_gemma":[0.6083114,0.002069177,0.2455151,0.01844312,0.0005174134,0.001199662,0.0004202006,0.001967862,0.1215562],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9970239,"threshold_uncertainty_score":0.06118071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771597773739987,"score_gpt":0.2856612909489445,"score_spread":0.2579453132115447,"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."}}