{"id":"W2910438939","doi":"10.1126/science.aav0223","title":"Oversight of direct-to-consumer neurotechnologies","year":2019,"lang":"en","type":"article","venue":"Science","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"NeuroDevNet; University of British Columbia","funders":"National Institutes of Health","keywords":"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.04100206,0.0008519613,0.001114237,0.001609024,0.001534949,0.005938014,0.003294457,0.008363363,0.01564956],"category_scores_gemma":[0.09366699,0.0004810702,0.00134726,0.0006469921,0.009451683,0.007213356,0.002251431,0.008256587,0.00533599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00309286,"about_ca_system_score_gemma":0.003989115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809632,"about_ca_topic_score_gemma":0.002097012,"domain_scores_codex":[0.9675428,0.00821148,0.001797531,0.004904168,0.01685606,0.000687966],"domain_scores_gemma":[0.8589281,0.07899496,0.006608712,0.01209972,0.04028424,0.003084203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001702914,0.000697335,0.005335821,0.002364365,0.0002468692,0.0003718722,0.0008655348,0.0006216468,0.01263173,0.1793125,0.1171312,0.6787183],"study_design_scores_gemma":[0.0002758502,0.002518325,0.01040214,0.00394929,0.0003460232,0.002194083,0.001018124,0.001581028,0.02856599,0.1063671,0.8426334,0.0001486248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06028637,0.1681425,0.09247226,0.3256167,0.02405917,0.0006695644,0.001174798,0.0023427,0.3252361],"genre_scores_gemma":[0.6043083,0.05140221,0.0843304,0.1519904,0.01315793,0.0005549769,0.0009465356,0.001027904,0.0922813],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9984651,"threshold_uncertainty_score":0.2168422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148383502574437,"score_gpt":0.2664576738150899,"score_spread":0.2449738387893455,"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."}}