{"id":"W3194219653","doi":"10.1007/s12671-025-02678-6","title":"A Behavioural Marker System for Mindful Care","year":2025,"lang":"en","type":"dissertation","venue":"Mindfulness","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St.Amant; University of Manitoba","funders":"Social Sciences and Humanities Research Council","keywords":"Psychology; Mindfulness; Medicine; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002001569,0.0006336418,0.0008566205,0.000561087,0.0004557404,0.0001337891,0.0007537585,0.0009933905,0.01412319],"category_scores_gemma":[0.00003140671,0.0006246754,0.0009843445,0.0003405035,0.00002956223,0.00006127869,0.00005138004,0.0004971162,0.0003274506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002581314,"about_ca_system_score_gemma":0.0002339796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004001762,"about_ca_topic_score_gemma":0.001053681,"domain_scores_codex":[0.9969165,0.0001718161,0.0009224551,0.0009978143,0.0003341043,0.000657362],"domain_scores_gemma":[0.9976407,0.0001654211,0.0004878953,0.0009499383,0.0006030737,0.0001529523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001832677,0.000493756,0.000231237,0.005300207,0.0007466521,0.0001044252,0.002863525,0.000001549143,0.000001742019,0.1386933,0.2042935,0.6454375],"study_design_scores_gemma":[0.0106509,0.0008374826,0.01307373,0.01413966,0.005423554,0.0001201953,0.4345516,0.00009681244,0.2007649,0.004547997,0.3107298,0.005063408],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4612446,0.002988896,0.05861235,0.0001406431,0.07196847,0.005266768,0.005922841,0.0006130917,0.3932423],"genre_scores_gemma":[0.6672896,9.437263e-9,0.00003053856,0.00001592993,0.0002543906,0.05460647,0.003826379,0.00007739858,0.2738993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6403741,"threshold_uncertainty_score":0.9996204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007758696656607,"score_gpt":0.3344195182990656,"score_spread":0.3043419313324995,"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."}}