{"id":"W4401205638","doi":"10.1186/s44247-024-00089-6","title":"Implementation of a population mental health and wellness text-message service: a mixed-methods study","year":2024,"lang":"en","type":"article","venue":"BMC Digital Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; University of Saskatchewan; University of Calgary","funders":"","keywords":"Mental health; Qualitative property; Service (business); Data collection; Psychology; Knowledge management; Computer science; Medical education; Applied psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001208798,0.0002531815,0.0004506968,0.00031456,0.000189831,0.0002150161,0.0001505562,0.00005733292,0.0001373929],"category_scores_gemma":[0.00001542803,0.000252852,0.0001054156,0.0006454776,0.00004356509,0.0007203111,0.0001472813,0.0001653538,0.00009623855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873574,"about_ca_system_score_gemma":0.0003066528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005392108,"about_ca_topic_score_gemma":0.003880109,"domain_scores_codex":[0.9967322,0.0005143787,0.001264909,0.0006110156,0.000317679,0.0005598097],"domain_scores_gemma":[0.9986773,0.0001972881,0.0003413188,0.0003347192,0.00003646232,0.0004129299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009628237,0.001171535,0.03698158,0.002315592,0.0000699895,0.000002837495,0.009155543,5.847777e-7,9.321843e-7,0.01205007,0.002905151,0.9352499],"study_design_scores_gemma":[0.00382856,0.01098968,0.8060779,0.001632718,0.00003402285,0.0001804089,0.1555289,0.000285969,0.0000362815,0.007040618,0.01366839,0.0006966036],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822991,0.003470164,0.001776922,0.003572301,0.002684035,0.00298698,0.001096366,0.0002626078,0.001851452],"genre_scores_gemma":[0.9971229,0.000008768177,0.0007957219,0.0005180504,0.00006191964,0.0001644517,0.0006240411,0.00005700241,0.0006470938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9345533,"threshold_uncertainty_score":0.9999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04453849547487603,"score_gpt":0.5020278992519157,"score_spread":0.4574894037770397,"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."}}