{"id":"W4393114252","doi":"10.2196/53756","title":"Self-Selected Versus Assigned Target to Reduce Smartphone Use and Improve Mental Health: Protocol for a Randomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Mental health; Protocol (science); Medicine; Psychology; Alternative medicine; 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":[0.02900927,0.006452231,0.01448021,0.00300916,0.003434716,0.005010534,0.003795498,0.00854534,0.08751597],"category_scores_gemma":[0.02734185,0.003897496,0.006018191,0.003993896,0.00398423,0.003969744,0.002134622,0.01064984,0.01345252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005325575,"about_ca_system_score_gemma":0.01486936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003101735,"about_ca_topic_score_gemma":0.005828822,"domain_scores_codex":[0.9836901,0.008419452,0.002160165,0.001556331,0.001973971,0.002200115],"domain_scores_gemma":[0.9872169,0.003549426,0.002795447,0.001626168,0.003026556,0.001785471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8782744,0.0271236,0.0007102664,0.03007054,0.003352226,0.0002722533,0.0006025127,0.002279304,0.002095175,0.00469514,0.0177775,0.03274697],"study_design_scores_gemma":[0.9473821,0.02411349,0.001199433,0.003340743,0.0009030749,0.00003769733,0.0001546984,0.001577991,0.0006321354,0.002484247,0.01807388,0.0001004895],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001073135,0.0001421751,0.0006355471,0.0001047419,0.0002456202,0.9968774,0.0005264893,0.00007260165,0.0003223024],"genre_scores_gemma":[0.0009645316,0.00006540731,0.0009927638,0.000082115,0.00002762361,0.9976023,0.00004631306,0.000003238448,0.0002157609],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08751597,"threshold_uncertainty_score":0.2927701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2221400819383462,"score_gpt":0.6044911836907033,"score_spread":0.3823511017523571,"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."}}