{"id":"W7132009153","doi":"","title":"Abstracts of the 8th World Congress, Montreal, 2011","year":2011,"lang":"","type":"article","venue":"OpenAgrar","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Set (abstract data type); Context (archaeology)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004305961,0.0003651032,0.0006181243,0.000140682,0.0002109962,0.00003412964,0.0007120573,0.0001175436,0.0133194],"category_scores_gemma":[0.00007782042,0.0002120439,0.0003280944,0.0003841194,0.0006557489,0.000198667,0.0003257417,0.0005174227,0.001359461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141649,"about_ca_system_score_gemma":0.0006517071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02260587,"about_ca_topic_score_gemma":0.005721379,"domain_scores_codex":[0.9970877,0.0001649267,0.0006736479,0.0004892464,0.0008118417,0.0007726123],"domain_scores_gemma":[0.9974554,0.0001010727,0.0003913907,0.001284815,0.0002306506,0.0005366945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008517536,0.01073678,0.5315543,0.002023061,0.00518486,0.004365794,0.006078231,0.00001729273,0.0007167853,0.008045913,0.2962177,0.1265417],"study_design_scores_gemma":[0.004760924,0.001192986,0.9132669,0.0008080052,0.0005640716,0.00002781705,0.0002358611,0.00001414671,0.06838926,0.0009913859,0.00949631,0.0002523488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.132537,0.05113688,0.000001649561,0.002001447,0.002111552,0.00379143,0.0002657475,0.00003690834,0.8081174],"genre_scores_gemma":[0.9093446,0.002044166,0.0001106704,0.0002001151,0.0001799198,0.00005634724,0.00001033453,0.00004283823,0.08801099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7768077,"threshold_uncertainty_score":0.9994181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05184386306447695,"score_gpt":0.3016844595238365,"score_spread":0.2498405964593595,"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."}}