{"id":"W4312480895","doi":"10.20884/1.bioe.2022.4.2.4685","title":"","year":2022,"lang":"","type":"article","venue":"BioEksakta Jurnal Ilmiah Biologi Unsoed","topic":"Adolescent Health and Behaviors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Biology; Traditional medicine; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity"],"category_scores_codex":[0.01490603,0.003464542,0.004585253,0.002484123,0.04181733,0.0002176964,0.006532833,0.0030602,0.009777983],"category_scores_gemma":[0.001949209,0.003276903,0.002209142,0.006276372,0.002128752,0.001043541,0.01018007,0.02518826,0.0006148578],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006816632,"about_ca_system_score_gemma":0.01058981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004799697,"about_ca_topic_score_gemma":0.0005656469,"domain_scores_codex":[0.9386387,0.03051233,0.009921824,0.005256612,0.003795994,0.01187455],"domain_scores_gemma":[0.97776,0.003550935,0.007542761,0.004043887,0.001243906,0.00585848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01904487,0.008175046,0.8762,0.001442129,0.0003506106,0.001589857,0.009435754,0.0002719403,0.02682911,0.001416586,0.03080378,0.02444036],"study_design_scores_gemma":[0.02337129,0.01948207,0.5596645,0.0009717646,0.0009648494,0.0006963737,0.08731157,0.0005757376,0.0007278156,0.0004133605,0.3008409,0.004979757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888835,0.01049612,0.00022982,0.05482429,0.02823917,0.0112723,0.004766094,0.001044351,0.0002929255],"genre_scores_gemma":[0.9287691,0.004857932,0.0003685356,0.05413815,0.004475413,0.002309304,0.001111132,0.0004114072,0.003559024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3165354,"threshold_uncertainty_score":0.9988423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395651568685827,"score_gpt":0.4153315637280723,"score_spread":0.2757664068594897,"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."}}