{"id":"W2082318105","doi":"10.1080/17437199.2014.882739","title":"Will the new theories (and theoreticians!) please stand up? A commentary on Sniehotta, Presseau and Araújo-Soares","year":2014,"lang":"en","type":"review","venue":"Health Psychology Review","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Psychology; Psychoanalysis; Epistemology; Philosophy","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":[0.0251872,0.001796285,0.003675125,0.003904158,0.003136667,0.005538686,0.006208099,0.01891373,0.008006883],"category_scores_gemma":[0.09184309,0.00107113,0.002846432,0.004982671,0.008243108,0.01258792,0.003430137,0.03030464,0.005920937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006533085,"about_ca_system_score_gemma":0.01519204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02131447,"about_ca_topic_score_gemma":0.0439467,"domain_scores_codex":[0.986254,0.007282034,0.001785242,0.001201257,0.003012337,0.0004650913],"domain_scores_gemma":[0.909305,0.06903467,0.003520283,0.0009356723,0.01563026,0.001573976],"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":[0.00003921448,0.000007591771,0.00003250356,0.002818976,0.00005413105,0.00007829822,0.0004168036,0.00002565387,0.00004470846,0.008449343,0.9718868,0.01614582],"study_design_scores_gemma":[0.0000682723,0.00002765976,0.0003064702,0.01454428,0.000115649,0.0001913552,0.001086102,0.00004485095,0.0000675813,0.01361716,0.9698835,0.00004707813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003551855,0.1821424,0.0001280615,0.7591419,0.05782123,0.00001071205,0.0000589381,0.000008952296,0.0006523029],"genre_scores_gemma":[0.001524496,0.1619023,0.0004579553,0.7787681,0.05461703,0.0001020548,0.00007629394,0.00003517175,0.002516582],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0251872,"threshold_uncertainty_score":0.1332042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307313765303397,"score_gpt":0.537251556286831,"score_spread":0.4065201797564912,"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."}}