{"id":"W2160612105","doi":"10.5539/gjhs.v8n3p183","title":"The Determination of Predictive Construct of Physical Behavior Change on Osteoporosis Prevention Women Aged 30-50: A Trans-Theoretical Method Study","year":2015,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Health and Well-being Studies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council","keywords":"Construct (python library); Predictive power; Osteoporosis; Psychological intervention; Descriptive statistics; Medicine; Behavior change; Health belief model; Inclusion (mineral); Gerontology; Cluster sampling; Psychology; Clinical psychology; Physical therapy; Public health; Environmental health; Health education; Social psychology; Nursing; Statistics; Population; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007908138,0.0001102009,0.0004238628,0.00009852405,0.0002498606,0.00001314687,0.0003607814,0.0000378788,0.000009020464],"category_scores_gemma":[0.0002604741,0.00007198876,0.00007546134,0.0004738648,0.0009858578,0.000129725,0.00003386043,0.0002000875,0.000001738351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371347,"about_ca_system_score_gemma":0.0006705053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007453744,"about_ca_topic_score_gemma":0.000008250651,"domain_scores_codex":[0.9967993,0.0008345133,0.0007877848,0.0002022322,0.0009319711,0.0004441396],"domain_scores_gemma":[0.9979794,0.0002379588,0.0008713866,0.0001865743,0.0004605366,0.0002641157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001633008,0.002996034,0.07672729,0.00008622051,0.00005642815,0.00001384963,0.06973593,0.000007818381,0.0001187962,0.01114763,0.0001459191,0.8373311],"study_design_scores_gemma":[0.003079952,0.02826982,0.9255099,0.000180327,0.00008014916,0.0001306096,0.0371813,0.0001709705,0.000138947,0.00507445,0.00006581913,0.0001177847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942259,0.0001986652,0.003007334,0.0004777001,0.0007942755,0.0009200976,0.00002042674,0.000005901135,0.0003497196],"genre_scores_gemma":[0.9987419,0.0000173793,0.000984752,0.00008935695,0.00009532308,0.00006333928,1.75366e-7,0.000003641032,0.000004196357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8487826,"threshold_uncertainty_score":0.3632434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0574176848360233,"score_gpt":0.449522268676277,"score_spread":0.3921045838402537,"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."}}