{"id":"W4400483781","doi":"10.15331/jdsm.7340","title":"Testing, Testing","year":2024,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Reliability engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003436196,0.001143423,0.0006363904,0.002035891,0.001215034,0.002219969,0.00160098,0.00156124,0.08075076],"category_scores_gemma":[0.01437107,0.0003687466,0.000770975,0.0006791843,0.0009780914,0.001454829,0.001855915,0.001711661,0.0526178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00086113,"about_ca_system_score_gemma":0.003604284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005025411,"about_ca_topic_score_gemma":0.006376763,"domain_scores_codex":[0.9953771,0.0009874759,0.000442419,0.0007911183,0.001936265,0.0004655484],"domain_scores_gemma":[0.9951259,0.001035386,0.0002704067,0.001053825,0.001939214,0.0005752559],"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":[0.0005341375,0.0009748788,0.04631306,0.0006829837,0.00004954597,0.003592703,0.001108729,0.0002275844,0.01702263,0.006098431,0.2264472,0.6969482],"study_design_scores_gemma":[0.0001699582,0.001070253,0.04610114,0.001264265,0.0001272472,0.009821987,0.001758294,0.001111439,0.02144818,0.01422057,0.9028136,0.00009305502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06494325,0.005124509,0.06412135,0.02873994,0.007800161,0.006697194,0.008937136,0.006876837,0.8067596],"genre_scores_gemma":[0.2538965,0.00558111,0.08494923,0.03687716,0.003639822,0.005067585,0.008620261,0.002768625,0.5985997],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9192492,"threshold_uncertainty_score":0.2701382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087793044310833,"score_gpt":0.3516481693950259,"score_spread":0.3007702389519175,"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."}}