{"id":"W2948200407","doi":"10.2196/13152","title":"Exploring Young People’s Perceptions of the Effectiveness of Text-Based Online Counseling: Mixed Methods Pilot Study","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Perception; Medical education; Applied psychology; Clinical psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00240395,0.0002196898,0.0005602869,0.0001730367,0.0001600862,0.00001033543,0.0003623384,0.00003582719,0.0002456467],"category_scores_gemma":[0.0000248659,0.0001806606,0.0001925391,0.0005380011,0.00009165338,0.0001567372,0.0001096212,0.000268775,0.00007195485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004328703,"about_ca_system_score_gemma":0.0001555528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002929091,"about_ca_topic_score_gemma":0.002045355,"domain_scores_codex":[0.9951348,0.002705182,0.0009322008,0.0004124453,0.0003900039,0.0004253308],"domain_scores_gemma":[0.9980578,0.000544259,0.0004589114,0.0007060081,0.00008591423,0.0001470855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006172163,0.07766214,0.8116947,0.006940679,0.0004024228,0.000001646761,0.02876117,0.00009154424,0.00955153,0.005481547,0.0004366496,0.05280376],"study_design_scores_gemma":[0.002583305,0.009739276,0.9669817,0.0007711821,0.00001725275,0.000007496814,0.01896482,0.00004823198,0.0006339847,0.00007151614,0.00004649265,0.000134756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900925,0.00008693053,0.000212318,0.0002705917,0.003791686,0.004368905,0.0003536119,0.00005281948,0.0007706528],"genre_scores_gemma":[0.9980872,0.000003466734,0.0006991826,0.00008337146,0.00002912318,0.0006789306,0.00006387138,0.00004511574,0.0003096976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1552869,"threshold_uncertainty_score":0.7367125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081943030788958,"score_gpt":0.4716494414233578,"score_spread":0.363455138344462,"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."}}