{"id":"W6923547486","doi":"10.1371/journal.pone.0301117.s002","title":"Hyperparameters.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Population; Random forest; Multilayer perceptron; Poison control; Mental health; Suicide prevention; Sample (material); Supervised learning","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":[0.005172887,0.002623393,0.001647605,0.002413938,0.001211055,0.005085701,0.003967424,0.004210811,0.1493019],"category_scores_gemma":[0.02331916,0.001209248,0.002771896,0.002208313,0.0009067778,0.004143,0.002205451,0.005631894,0.1037873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00183561,"about_ca_system_score_gemma":0.002909257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01033883,"about_ca_topic_score_gemma":0.01008996,"domain_scores_codex":[0.9974787,0.001008288,0.0001743242,0.0007634833,0.0002870956,0.0002881792],"domain_scores_gemma":[0.996009,0.002038886,0.0001601435,0.0008524199,0.0007496279,0.0001897791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009645405,0.0005418441,0.01112899,0.0008173833,0.0005078783,0.0002608288,0.0002517423,0.08464719,0.001405316,0.02700643,0.359557,0.5129109],"study_design_scores_gemma":[0.00105534,0.0002702214,0.006806384,0.0009716877,0.0003470701,0.0006095872,0.0004174687,0.5496231,0.003961043,0.1112478,0.3245234,0.0001668636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03727615,0.008555147,0.6569338,0.01162791,0.005090333,0.003337806,0.06193117,0.06332368,0.151924],"genre_scores_gemma":[0.3167581,0.003821054,0.3726689,0.00798172,0.001869563,0.005561985,0.09928758,0.01397732,0.1780738],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8506981,"threshold_uncertainty_score":0.4994646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133177891487916,"score_gpt":0.4164428353955655,"score_spread":0.2832649439076494,"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."}}