{"id":"W1552761501","doi":"","title":"The contextual approach in health research: Two empirical studies","year":2002,"lang":"en","type":"dissertation","venue":"Scholarship@Western (Western University)","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1092626,0.0007286019,0.001236461,0.009005365,0.006565991,0.008548311,0.002807338,0.00304892,0.003301107],"category_scores_gemma":[0.2169877,0.001818552,0.00106925,0.0225416,0.01917788,0.01526817,0.01204771,0.002895624,0.000208741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01477994,"about_ca_system_score_gemma":0.01382956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02312993,"about_ca_topic_score_gemma":0.03187995,"domain_scores_codex":[0.8633548,0.1125144,0.006751771,0.003584919,0.01084096,0.002953236],"domain_scores_gemma":[0.4540049,0.4915921,0.02137633,0.0142496,0.01608916,0.00268787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000755261,0.003479536,0.3002097,0.01427849,0.0006219493,0.002523393,0.3664237,0.001370971,0.000694059,0.161811,0.002512579,0.1453195],"study_design_scores_gemma":[0.0003560554,0.001645533,0.2265538,0.01905645,0.0006837521,0.001795738,0.6671839,0.003484968,0.001257104,0.02921709,0.04859193,0.0001738403],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8853343,0.03837412,0.01963838,0.007614289,0.0001719789,0.004379248,0.0004040303,0.00003148037,0.04405217],"genre_scores_gemma":[0.9731382,0.01002953,0.01266891,0.001081157,0.00005167262,0.002450133,0.0001167389,0.00001875221,0.0004449601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092626,"threshold_uncertainty_score":0.5778427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7828233720136882,"score_gpt":0.6034487507962843,"score_spread":0.1793746212174039,"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."}}