{"id":"W4411204074","doi":"10.31234/osf.io/vuc8r_v3","title":"Service Provider Perspectives on the Feasibility and Acceptability of Implementing a Systems Navigator Role in the BEAM Program, an App-Based Mental Health Program for Families of Young Children","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Royal Bank of Canada; Children's Hospital Foundation","keywords":"Mental health; Service provider; Service (business); Psychology; Mental health service; Medical education; Process management; Medicine; Engineering; Business; Psychiatry; Marketing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.03323186,0.0002961087,0.0003207781,0.000602747,0.008000239,0.004601211,0.0007366181,0.001891135,0.006745335],"category_scores_gemma":[0.05391816,0.000517252,0.0005995273,0.0005668039,0.002938888,0.002313034,0.003421405,0.003405979,0.0003861182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004912365,"about_ca_system_score_gemma":0.01313381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02221253,"about_ca_topic_score_gemma":0.02932068,"domain_scores_codex":[0.9659078,0.02550898,0.0009740089,0.0007255885,0.002850889,0.004032743],"domain_scores_gemma":[0.9560564,0.03036728,0.001884913,0.0008030694,0.006577838,0.00431047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004803732,0.001116118,0.05459382,0.0006428465,0.00004605919,0.002495265,0.8562579,0.0003604574,0.004356139,0.006926212,0.007586667,0.06513819],"study_design_scores_gemma":[0.000106192,0.001073047,0.01885841,0.0003993066,0.00005329412,0.0006812643,0.9435964,0.0009925662,0.001819863,0.0009881135,0.03136076,0.00007081843],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638497,0.0001780636,0.00337264,0.01277058,0.0001382861,0.000454582,0.0001365853,0.00004818813,0.01905124],"genre_scores_gemma":[0.9904856,0.0004188154,0.003863787,0.00258805,0.00003680449,0.0005050293,0.00005313247,0.00004997807,0.001998809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03323186,"threshold_uncertainty_score":0.175749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05055120749760028,"score_gpt":0.4386266092416902,"score_spread":0.3880754017440899,"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."}}