{"id":"W7117303178","doi":"10.1177/00332941251409165","title":"Support at Our Fingertips: An Experimental Comparison of In-Person, Video, Voice and Text-Based Support","year":2025,"lang":"en","type":"article","venue":"Psychological Reports","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Affect (linguistics); Task (project management); Social support; Laughter; Emotional support; Control (management)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077053,0.0006254933,0.0006589385,0.0003832262,0.0007199613,0.0008640676,0.0008332137,0.0007987901,0.009866752],"category_scores_gemma":[0.004766155,0.0004349841,0.0004617031,0.0001973993,0.000828561,0.0008504599,0.000787792,0.00126629,0.0006607648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003060659,"about_ca_system_score_gemma":0.0005533962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004856189,"about_ca_topic_score_gemma":0.0005973126,"domain_scores_codex":[0.9990067,0.000350118,0.0001268199,0.0002069451,0.0001563029,0.0001532239],"domain_scores_gemma":[0.9963778,0.002089881,0.0003254548,0.0003062872,0.0001140493,0.0007865652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1610865,0.6170875,0.008086856,0.001234709,0.0002940261,0.0003896714,0.005941204,0.0004004985,0.1079892,0.000998283,0.0007228108,0.09576874],"study_design_scores_gemma":[0.02819871,0.9032859,0.04207365,0.0001139493,0.0004291828,0.00018695,0.002265651,0.001406489,0.01906679,0.0008016646,0.002088618,0.00008251693],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989918,0.00002651958,0.0001439841,0.00001937064,0.00003144642,0.0003042956,0.00002979957,0.000005594669,0.0004471251],"genre_scores_gemma":[0.991713,0.0001311351,0.003097414,0.0001649833,0.00008794002,0.002555377,0.00009963199,0.000007799168,0.0021426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009866752,"threshold_uncertainty_score":0.03300756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018958560570426,"score_gpt":0.4843173201913739,"score_spread":0.3824214641343313,"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."}}