{"id":"W4311954575","doi":"10.31234/osf.io/gns3b","title":"From Puzzle to Progress: How engaging with Neurodiversity can improve Cognitive Science","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cognition; Psychology; Diversity (politics); Status quo; Cognitive science; Cognitive psychology; Sociology; Neuroscience; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01646209,0.0009975154,0.0006643406,0.001522945,0.004981428,0.01301022,0.00210976,0.005068908,0.01185148],"category_scores_gemma":[0.03678281,0.0004259191,0.001030264,0.0008812614,0.02778378,0.02334118,0.01383003,0.006421774,0.003316006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003166319,"about_ca_system_score_gemma":0.005383097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001170561,"about_ca_topic_score_gemma":0.00211865,"domain_scores_codex":[0.9892828,0.007759417,0.0002503003,0.001108457,0.001039644,0.0005593529],"domain_scores_gemma":[0.9795379,0.01402228,0.0009406768,0.002530538,0.001301161,0.001667334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002021828,0.0003891622,0.003380165,0.001224013,0.0001050866,0.0005877799,0.07115066,0.001677027,0.002417898,0.7389264,0.0342893,0.1456503],"study_design_scores_gemma":[0.00006330637,0.0001144491,0.0009420588,0.0007119587,0.00005303386,0.0002575337,0.01287725,0.001049253,0.001277863,0.8303947,0.1522054,0.00005331917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08742307,0.02179199,0.1707567,0.3882428,0.005064673,0.0003613524,0.0002194489,0.00164918,0.3244908],"genre_scores_gemma":[0.75204,0.01302013,0.1683539,0.03213357,0.001100948,0.0007322697,0.0002256379,0.0009038178,0.03148967],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01646209,"threshold_uncertainty_score":0.08706087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0763308681152943,"score_gpt":0.3302371483668469,"score_spread":0.2539062802515526,"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."}}