{"id":"W6886012074","doi":"10.1371/journal.pone.0319169.s001","title":"Variable Categorization.","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pacific islanders; Indigenous; Quarter (Canadian coin); Public health; Health promotion; Native Hawaiians; Population; Promotion (chess)","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":[],"category_scores_codex":[0.003708546,0.001297031,0.0009931618,0.005006378,0.001382937,0.003272777,0.002520405,0.001470195,0.4339858],"category_scores_gemma":[0.02731532,0.000345363,0.001211466,0.009161992,0.0004833731,0.002987312,0.003162478,0.001788851,0.2138658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490831,"about_ca_system_score_gemma":0.003332417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009624558,"about_ca_topic_score_gemma":0.007012483,"domain_scores_codex":[0.9954243,0.001064585,0.0008254485,0.0008288923,0.00113468,0.0007221647],"domain_scores_gemma":[0.9884197,0.003702164,0.001192336,0.001538001,0.004528539,0.000619318],"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":[0.0004912657,0.0001150329,0.01118926,0.001399496,0.00004273259,0.0001192941,0.000881564,0.0001664421,0.0002227775,0.01228443,0.8530401,0.1200475],"study_design_scores_gemma":[0.00007427081,0.00008378747,0.01288884,0.001003315,0.0000321247,0.0002444157,0.001381734,0.0004736449,0.0002330744,0.006979833,0.9765714,0.00003352568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01345106,0.002338271,0.01047046,0.004860165,0.003730345,0.002656154,0.6209418,0.005026015,0.3365257],"genre_scores_gemma":[0.07402389,0.003721509,0.0351996,0.006354761,0.001413134,0.01063338,0.6031608,0.004278535,0.2612145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4339858,"threshold_uncertainty_score":0.8073506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02799338913202548,"score_gpt":0.3009026849664128,"score_spread":0.2729092958343873,"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."}}