{"id":"W4409787805","doi":"10.61091/jcmcc127a-490","title":"Research on Prediction and Model Construction of Innovative and Entrepreneurial Mental Health Status Based on Random Forest Algorithm","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Random forest; Mental health; Algorithm; Computer science; Psychology; Machine learning; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004922765,0.001105011,0.001585961,0.002349594,0.0006210236,0.001301407,0.001500633,0.0008811422,0.001119653],"category_scores_gemma":[0.009391335,0.000424139,0.001609746,0.002000065,0.0004029949,0.002067039,0.0005799524,0.001139528,0.0002419503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009086378,"about_ca_system_score_gemma":0.002441954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02296511,"about_ca_topic_score_gemma":0.01012328,"domain_scores_codex":[0.998086,0.0008592069,0.0001262245,0.0004076026,0.0002833142,0.0002376594],"domain_scores_gemma":[0.9954931,0.003358464,0.0002384072,0.0001152721,0.0006914606,0.0001032174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002139036,0.0003940842,0.06818018,0.0003199305,0.0005220902,0.0002622862,0.0002744469,0.6712924,0.0009119497,0.01002708,0.003765508,0.2438361],"study_design_scores_gemma":[0.00001715132,0.00005240063,0.002924561,0.00002699986,0.00005542738,0.00003432577,0.00003551079,0.9937277,0.0001540315,0.002723634,0.000235188,0.00001299594],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1992145,0.00185285,0.7944392,0.001068624,0.0001341539,0.0002733598,0.000412965,0.0007513657,0.001852852],"genre_scores_gemma":[0.8535949,0.001476087,0.14157,0.0001540134,0.0001586235,0.0004946589,0.001144506,0.00004974522,0.001357495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02296511,"threshold_uncertainty_score":0.04566288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061923197130102,"score_gpt":0.3601158236716785,"score_spread":0.3294965917003775,"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."}}