{"id":"W4414262072","doi":"10.3389/fpubh.2025.1641499","title":"Lifestyle interventions to reduce non-communicable disease risk in female secondary school teachers of Islamabad; a quasi-experimental mixed-methods protocol","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Psychological intervention; Health promotion; Intervention (counseling); Protocol (science); Disease; Promotion (chess); Health education; Disease prevention; Control (management)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0160264,0.002895221,0.004800859,0.002213672,0.005048788,0.00157748,0.003841088,0.003458458,0.03855516],"category_scores_gemma":[0.007824273,0.002870963,0.002635418,0.001136775,0.002235241,0.001211397,0.002119049,0.003888541,0.004233145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906131,"about_ca_system_score_gemma":0.01460943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004357777,"about_ca_topic_score_gemma":0.009439499,"domain_scores_codex":[0.9927481,0.003477403,0.0006543919,0.001110539,0.0007077502,0.001301895],"domain_scores_gemma":[0.9948436,0.001467092,0.0007397058,0.0007581409,0.0009563753,0.001235071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1982925,0.5048292,0.006198157,0.02365292,0.0008222272,0.0009912251,0.0113469,0.003483665,0.01106862,0.003539817,0.01438205,0.2213927],"study_design_scores_gemma":[0.494714,0.3859281,0.03506982,0.004340858,0.001132392,0.0001628487,0.007587816,0.00326358,0.005513506,0.003473064,0.05848295,0.0003310226],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0424031,0.0001607038,0.002403379,0.0001866693,0.0001869094,0.9525911,0.0009270604,0.000093185,0.001047947],"genre_scores_gemma":[0.01367847,0.0001201078,0.00765929,0.0002130938,0.00004375506,0.977303,0.0001116102,0.000004597013,0.0008660063],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03855516,"threshold_uncertainty_score":0.1289799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365896739894252,"score_gpt":0.4689343626472525,"score_spread":0.4323446886578273,"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."}}