{"id":"W4312389462","doi":"10.2196/38632","title":"The Design, Development, and Implementation of a Web-Enabled Informatics Platform to Enhance the Well-being of Individuals Aged 18-24 Years: Protocol for an Experimental Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Intervention (counseling); Gerontology; Mental health; Health informatics; Promotion (chess); Medicine; Psychology; Public health; Nursing","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":[0.02811747,0.002838454,0.003922162,0.002196157,0.004409424,0.00223742,0.003589787,0.004779342,0.04240203],"category_scores_gemma":[0.0202224,0.002645811,0.003740049,0.001589261,0.002974943,0.00200812,0.002702726,0.006998845,0.007655568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003442768,"about_ca_system_score_gemma":0.02062123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002519643,"about_ca_topic_score_gemma":0.004815014,"domain_scores_codex":[0.9871218,0.006488632,0.001469523,0.001245102,0.001838285,0.001836686],"domain_scores_gemma":[0.9863869,0.003426757,0.001613419,0.002234963,0.00402204,0.002315918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1959412,0.3454834,0.008367186,0.05109575,0.0009527119,0.002509905,0.01415277,0.008014823,0.02827665,0.01633207,0.04187089,0.2870027],"study_design_scores_gemma":[0.2798439,0.347897,0.03563506,0.01622459,0.0013558,0.0004451794,0.008983999,0.004910154,0.01581568,0.00988637,0.2782504,0.0007518778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004508709,0.00006042154,0.00185825,0.00007712829,0.00009170573,0.9923722,0.0003277982,0.00002943315,0.0006744172],"genre_scores_gemma":[0.001467222,0.00007450581,0.003949905,0.00007681204,0.00001248614,0.9940333,0.0000606088,0.000002279165,0.0003229183],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04240203,"threshold_uncertainty_score":0.1487011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3493719903572436,"score_gpt":0.6325083459746451,"score_spread":0.2831363556174015,"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."}}