{"id":"W2123140484","doi":"10.1177/1049732310392595","title":"Toward Methodological Emancipation in Applied Health Research","year":2010,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Emancipation; TRACE (psycholinguistics); Epistemology; Sociology; Discipline; Qualitative research; Engineering ethics; Social science; Political science; Law; Politics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5833265,0.002237648,0.003923621,0.01006656,0.01737643,0.03816278,0.008412461,0.01593207,0.003030078],"category_scores_gemma":[0.4303998,0.002241624,0.003100791,0.00746591,0.1966895,0.03486067,0.03732576,0.04321926,0.001936978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.016638,"about_ca_system_score_gemma":0.04797633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003275115,"about_ca_topic_score_gemma":0.001969641,"domain_scores_codex":[0.3997155,0.5277095,0.01603008,0.01589678,0.03661874,0.004029362],"domain_scores_gemma":[0.3106488,0.5733812,0.01590837,0.06141135,0.03357895,0.005071351],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001254404,0.00002883038,0.0001851,0.0002916284,0.00002758804,0.00004924351,0.02823429,0.0002289415,0.0001060539,0.9630671,0.00110495,0.006663765],"study_design_scores_gemma":[0.00004447559,0.00002760894,0.00009037415,0.0009682997,0.00001347394,0.00006895803,0.008280901,0.0006584683,0.0003415507,0.9478559,0.04162461,0.00002550258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007719651,0.01106086,0.6248612,0.2866375,0.003908586,0.001114425,0.00007964733,0.0002835658,0.06433451],"genre_scores_gemma":[0.3463805,0.008902137,0.5791674,0.04445729,0.003697038,0.006756026,0.0001420477,0.0006072606,0.00989032],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4166735,"threshold_uncertainty_score":0.5138327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9962123069774799,"score_gpt":0.9048985405368255,"score_spread":0.09131376644065436,"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."}}