{"id":"W2144804193","doi":"10.1177/1049732314552456","title":"Persistent Optimizing","year":2014,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Cape Breton University","funders":"","keywords":"Constructivist grounded theory; Grounded theory; Overweight; Psychology; Food choice; Developmental psychology; Qualitative research; Medicine; Sociology; Obesity; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.009861444,0.0001362242,0.0004623066,0.000248979,0.0004139482,0.00003161436,0.0001445188,0.00006895186,0.0001272227],"category_scores_gemma":[0.002041237,0.0001161974,0.0001566443,0.0005631046,0.0003751868,0.0001016559,0.0001449932,0.0009986761,0.0006436337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005105819,"about_ca_system_score_gemma":0.0003659441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005622278,"about_ca_topic_score_gemma":0.00002641897,"domain_scores_codex":[0.9928996,0.004066799,0.0003097751,0.0004422101,0.001350284,0.0009313347],"domain_scores_gemma":[0.995357,0.002795264,0.00007223363,0.0004173169,0.000652638,0.0007055083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001167618,0.03224495,0.01095066,0.01108287,0.0006320837,0.00005097863,0.3154137,0.00005881715,0.001997139,0.4917845,0.06900844,0.06560829],"study_design_scores_gemma":[0.01427151,0.05691637,0.2911466,0.003692751,0.0001123463,0.00007705751,0.3641379,0.02041177,0.004257523,0.09890216,0.1442449,0.001829103],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907099,0.0004243217,0.0007294848,0.05275884,0.0001218018,0.001197839,0.00001307157,0.0001243348,0.03753129],"genre_scores_gemma":[0.9915407,0.00004440216,0.004149451,0.001325157,0.0003054085,0.00006254338,0.00001707575,0.00003149211,0.002523727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928823,"threshold_uncertainty_score":0.8272823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4041457780596515,"score_gpt":0.5694450505752671,"score_spread":0.1652992725156155,"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."}}