{"id":"W2003279187","doi":"10.1007/s12160-012-9379-0","title":"You are the Weakest Link, Goodbye (to Physical Inactivity!): A Comment on Irwin et al.","year":2012,"lang":"en","type":"letter","venue":"Annals of Behavioral Medicine","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Michael Smith Health Research BC; University of British Columbia","funders":"","keywords":"Link (geometry); Health psychology; Psychology; Social psychology; Medicine; Mathematics; Combinatorics; Public health; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000733937,0.0006267867,0.001275065,0.0003592772,0.0001543828,0.00001608195,0.0007494734,0.0006047012,0.001636627],"category_scores_gemma":[0.00004923972,0.0004162165,0.0004814603,0.0003815622,0.0004070543,0.00009845201,0.0001433774,0.00370312,0.0008441754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007012114,"about_ca_system_score_gemma":0.00005708759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00441276,"about_ca_topic_score_gemma":0.0001151769,"domain_scores_codex":[0.9957619,0.0007384715,0.0008880422,0.0006584884,0.0009085078,0.001044587],"domain_scores_gemma":[0.9967613,0.0003664514,0.0007572368,0.001441679,0.000277604,0.0003957033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000150953,0.001784352,0.0008916678,0.00005018352,0.00004503129,0.0001073388,0.001787634,1.014983e-7,0.00003310528,0.0002095582,0.965495,0.02944511],"study_design_scores_gemma":[0.0006877892,0.005568536,0.02060866,0.001424397,0.0002907955,0.00001573379,0.0009089017,3.141489e-7,0.00007031423,0.00003395192,0.9700329,0.0003577312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0807197,0.0005731344,0.000005817813,0.9121836,0.002998123,0.001122714,0.0004242624,0.00006746099,0.001905229],"genre_scores_gemma":[0.2140293,0.00005385995,0.000009192212,0.7786589,0.003760856,0.0004330006,0.0004033083,0.00009105588,0.00256055],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1335246,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2916062544054445,"score_gpt":0.5126631879241655,"score_spread":0.221056933518721,"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."}}