{"id":"W3149284698","doi":"10.1007/s00062-021-01012-6","title":"Machine Outputs Must Be Checked","year":2021,"lang":"en","type":"article","venue":"Clinical Neuroradiology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Reliability engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01062927,0.003063344,0.002043724,0.004306941,0.002314009,0.00885941,0.004190665,0.003057106,0.2097268],"category_scores_gemma":[0.07977054,0.001386708,0.001796437,0.003635552,0.002179148,0.008292058,0.005121304,0.003088961,0.2150503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326362,"about_ca_system_score_gemma":0.002318353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00313205,"about_ca_topic_score_gemma":0.001540656,"domain_scores_codex":[0.9875463,0.002209529,0.001663411,0.003068043,0.004943505,0.0005691844],"domain_scores_gemma":[0.9263133,0.01714471,0.002063024,0.02912954,0.02445779,0.0008915337],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001214229,0.0001157624,0.003977785,0.0007177005,0.0001296423,0.0007190721,0.0003614766,0.00209413,0.004396363,0.01526861,0.5811599,0.3898453],"study_design_scores_gemma":[0.0001839727,0.0001218914,0.003670989,0.0006200133,0.00007528375,0.000887802,0.0002506935,0.03050595,0.0329957,0.03537676,0.8950884,0.0002226578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"commentary","genre_scores_codex":[0.009016069,0.001711353,0.3256957,0.008040062,0.01125455,0.0007573651,0.03481791,0.5018246,0.1068823],"genre_scores_gemma":[0.1789664,0.001982217,0.3603824,0.00948686,0.003632023,0.00169517,0.08174263,0.1479907,0.2141217],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9893707,"threshold_uncertainty_score":0.7016059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0827921886188631,"score_gpt":0.3772919674304304,"score_spread":0.2944997788115673,"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."}}