{"id":"W2735972279","doi":"10.3389/fnhum.2017.00405","title":"Advances in Studying Brain Morphology: The Benefits of Open-Access Data","year":2017,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Hum; Brain morphometry; Cognition; Neuroscience; Psychology; Cognitive science; Medicine; History; Magnetic resonance imaging; Art history","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.06234948,0.001561192,0.002270784,0.01033515,0.002016996,0.01285337,0.007866361,0.005507391,0.01769648],"category_scores_gemma":[0.2332565,0.001578895,0.002530671,0.01541007,0.009558867,0.03335936,0.01446117,0.009133165,0.00806391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002649006,"about_ca_system_score_gemma":0.005635425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003409918,"about_ca_topic_score_gemma":0.003081684,"domain_scores_codex":[0.9573436,0.01918921,0.002833642,0.007221145,0.01248011,0.0009323811],"domain_scores_gemma":[0.589889,0.2327406,0.01884163,0.1090308,0.04049271,0.009005311],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00137203,0.0003621642,0.02714377,0.007217516,0.001107877,0.0009250776,0.006423256,0.003149379,0.007180032,0.2696039,0.1310385,0.5444764],"study_design_scores_gemma":[0.0001350583,0.0001589818,0.01885245,0.004416323,0.0002323487,0.001533455,0.002384061,0.002578475,0.002650596,0.438841,0.5279244,0.0002928574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02811908,0.08268879,0.6032298,0.1548005,0.0101117,0.001092961,0.048335,0.008991114,0.06263114],"genre_scores_gemma":[0.1962748,0.06587132,0.6216218,0.02826849,0.02190018,0.003328462,0.04497986,0.007643702,0.01011129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9921336,"threshold_uncertainty_score":0.3297395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2314804948334537,"score_gpt":0.4145548459505898,"score_spread":0.1830743511171361,"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."}}