{"id":"W6930250399","doi":"10.5281/zenodo.12017295","title":"iso 1940 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Balance (ability); Constant (computer programming); Rotor (electric); Vibration; Quality (philosophy); Residual; Dynamic balance; International standard","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001127572,0.001599635,0.001097946,0.003814956,0.002102742,0.008538088,0.002797687,0.002595226,0.9125301],"category_scores_gemma":[0.005353966,0.001016835,0.0009830503,0.002703911,0.0009061309,0.005854982,0.002563343,0.002720044,0.8793169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001913326,"about_ca_system_score_gemma":0.002298159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00567765,"about_ca_topic_score_gemma":0.009632478,"domain_scores_codex":[0.9985581,0.00007058465,0.00006186424,0.0001359482,0.001035926,0.0001375321],"domain_scores_gemma":[0.9952999,0.0002876454,0.00009866062,0.0003809298,0.0033804,0.0005523021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004076397,0.00003759022,0.00003311695,0.0001407826,0.000001549065,0.00003186282,0.00002804813,0.00003546583,0.0005113593,0.001686252,0.9508691,0.0465841],"study_design_scores_gemma":[0.000009571621,0.00001725312,0.0001613695,0.00004770969,0.000001669659,0.0000396867,0.00003634557,0.00002830458,0.0002817954,0.0004184229,0.9989511,0.00000682342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00019103,0.0002886143,0.0009238904,0.0004560453,0.001786244,0.0001828481,0.002812899,0.002830081,0.9905284],"genre_scores_gemma":[0.000780812,0.0002803735,0.0005098105,0.0003304152,0.0002623762,0.00005222929,0.002132505,0.001373,0.9942783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08746994,"threshold_uncertainty_score":0.1247652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853051234897674,"score_gpt":0.2772993169033881,"score_spread":0.2487688045544114,"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."}}