{"id":"W4404698083","doi":"10.2196/60079","title":"Mental Health Care Navigation Tools in Australia: Infoveillance Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Health care; Computer science; Medicine; Political science","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":[0.005652037,0.0002457192,0.0005080466,0.003310594,0.002139793,0.002402144,0.0006997149,0.0006888135,0.001583801],"category_scores_gemma":[0.02302523,0.0005379225,0.0004957034,0.003616835,0.001160597,0.003009674,0.003923073,0.001031094,0.0003380018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003570948,"about_ca_system_score_gemma":0.006592488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08586319,"about_ca_topic_score_gemma":0.1083517,"domain_scores_codex":[0.9962661,0.001641487,0.0004866469,0.000297692,0.0009237942,0.0003843591],"domain_scores_gemma":[0.9883943,0.004862145,0.002564295,0.00059792,0.002536814,0.001044587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001648065,0.0007025088,0.434645,0.001866462,0.00007854808,0.001679489,0.4898184,0.00011353,0.0008219777,0.001471326,0.002203088,0.06643485],"study_design_scores_gemma":[0.00002479244,0.0005363842,0.7383403,0.00109818,0.00009949297,0.0007551358,0.2401779,0.0010199,0.0003449343,0.000374272,0.01717183,0.00005683695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996474,0.0003227331,0.0002804601,0.0002913605,0.000005739831,0.0002529885,0.0002049625,0.000005472923,0.002162464],"genre_scores_gemma":[0.9962621,0.0007052193,0.001239111,0.0002608279,0.000008089759,0.0004609778,0.0002017843,0.000006015068,0.0008559851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08586319,"threshold_uncertainty_score":0.1707268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07892982535580037,"score_gpt":0.4487865666453246,"score_spread":0.3698567412895242,"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."}}