{"id":"W4283267635","doi":"10.1136/bmjopen-2022-061251","title":"Development and internal validation of the Edmonton Obesity Staging System-2 Risk screening Tool (EOSS-2 Risk Tool) for weight-related health complications: a case-control study in a representative sample of Australian adults with overweight and obesity","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Western Sydney University","keywords":"Medicine; Obesity; Epidemiology; Risk assessment; Environmental health; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01918682,0.0007426278,0.0006727791,0.001030854,0.0006862695,0.001024777,0.001185769,0.000869918,0.000950409],"category_scores_gemma":[0.02930022,0.0006797328,0.0008421932,0.0007475174,0.001149513,0.0007795927,0.001325557,0.0008963319,0.0002927456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008319729,"about_ca_system_score_gemma":0.00113526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007909656,"about_ca_topic_score_gemma":0.007543202,"domain_scores_codex":[0.9923227,0.004762138,0.0005653002,0.000833153,0.001228997,0.0002877538],"domain_scores_gemma":[0.9896414,0.003854418,0.002860337,0.001151399,0.002074739,0.0004178672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002020301,0.0003173954,0.9952928,0.00003060644,0.00009543589,0.00009179774,0.0006035264,0.00009294257,0.0002816788,0.00003484831,0.0001129805,0.002843857],"study_design_scores_gemma":[0.00008777468,0.001025469,0.9960899,0.00002858794,0.00009832783,0.0002927768,0.0002872019,0.001573556,0.0001587201,0.00004196333,0.0003067312,0.000008963678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979585,0.00009760239,0.001244448,0.00003043479,0.000009586774,0.0003331334,0.00009352554,0.000004546178,0.0002280477],"genre_scores_gemma":[0.9960613,0.00007225423,0.002755835,0.00003769583,0.00001371077,0.0004969069,0.0003486496,0.000005145424,0.0002086652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01918682,"threshold_uncertainty_score":0.1014708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036699252290556,"score_gpt":0.4558674310422748,"score_spread":0.3521975058132192,"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."}}