{"id":"W4386005627","doi":"10.1002/oby.23626","title":"Poster Abstracts","year":2022,"lang":"en","type":"article","venue":"Obesity","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00130643,0.001178802,0.0007420434,0.001666654,0.0012645,0.003649503,0.001627631,0.002268075,0.7098568],"category_scores_gemma":[0.004157094,0.0003113066,0.0008623519,0.001045455,0.0004766401,0.001691765,0.002797052,0.002013301,0.4705403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009274901,"about_ca_system_score_gemma":0.002077563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123951,"about_ca_topic_score_gemma":0.00163754,"domain_scores_codex":[0.9987649,0.0002046389,0.0001018543,0.000230599,0.0005021503,0.0001959476],"domain_scores_gemma":[0.9970271,0.0003356282,0.0001759182,0.0001665015,0.001174388,0.001120482],"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":[0.0003942576,0.0001399478,0.0004616121,0.0008118805,0.00001705536,0.0002962347,0.00006864518,0.00006857804,0.0006643849,0.001338886,0.8592253,0.1365133],"study_design_scores_gemma":[0.00008176356,0.0001221525,0.0009905301,0.0005854409,0.0000210715,0.0005500413,0.0001172321,0.00006838726,0.0004422327,0.00130333,0.9957048,0.00001300576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005064442,0.02243632,0.004454609,0.03112093,0.06015011,0.001034228,0.01098,0.001824757,0.8629345],"genre_scores_gemma":[0.02395906,0.01348487,0.00224292,0.007258165,0.01993303,0.0004437515,0.006718293,0.0005817937,0.9253782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2901432,"threshold_uncertainty_score":0.413854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751680210319705,"score_gpt":0.2494755837676115,"score_spread":0.2319587816644145,"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."}}