{"id":"W4307364869","doi":"10.13140/rg.2.2.26613.01764","title":"FROM BLADES TO BRAINS: A New Battleground","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Cognitive science; History; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00146502,0.0003189711,0.0005077762,0.0002142009,0.0003386595,0.0002380707,0.001162378,0.003319165,0.0004587692],"category_scores_gemma":[0.002422739,0.0003047001,0.0002273857,0.0001533993,0.0002922831,0.00006570746,0.001463403,0.00350202,0.0002852525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009036527,"about_ca_system_score_gemma":0.0005289669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004999225,"about_ca_topic_score_gemma":0.001341152,"domain_scores_codex":[0.9973646,0.0008365583,0.0003852681,0.000802886,0.0002859226,0.0003247204],"domain_scores_gemma":[0.9945581,0.0005693074,0.0003296146,0.003486907,0.0007106827,0.0003453905],"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":[0.0003228133,0.002371407,0.005736846,0.0006038846,0.002377309,0.000249101,0.05136074,0.0000362969,0.03404811,0.1535297,0.1999104,0.5494533],"study_design_scores_gemma":[0.003517256,0.000003832372,0.03087307,0.01712882,0.0007446875,0.00009700898,0.0004540974,0.002393957,0.1807076,0.04039671,0.7221445,0.001538458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1655909,0.004688742,0.1074079,0.5987049,0.001022314,0.0010522,0.0001010225,0.0007225396,0.1207094],"genre_scores_gemma":[0.7814604,0.002703195,0.08864047,0.001866403,0.0002643221,0.00006042316,0.0009386614,0.00009861536,0.1239675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6158695,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943842612998715,"score_gpt":0.2618967149404008,"score_spread":0.2424582888104136,"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."}}