{"id":"W2119760686","doi":"10.3109/0142159x.2012.733045","title":"Sharing methodology: A worked example of theoretical integration with qualitative data to clarify practical understanding of learning and generate new theoretical development","year":2012,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructive; Computer science; Interpretation (philosophy); Context (archaeology); Empirical research; Experiential learning; Management science; Development theory; Process (computing); Data science; Epistemology; Engineering ethics; Knowledge management; Psychology; Mathematics education; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.278574,0.00232628,0.001902254,0.007155156,0.009487672,0.009606008,0.00604721,0.004952394,0.01058514],"category_scores_gemma":[0.186877,0.001648604,0.003069474,0.006636132,0.01961257,0.01364615,0.0194461,0.007281884,0.002874593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006839637,"about_ca_system_score_gemma":0.01390388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463964,"about_ca_topic_score_gemma":0.002521784,"domain_scores_codex":[0.6285762,0.3364086,0.008151463,0.00782966,0.01648093,0.002553194],"domain_scores_gemma":[0.66111,0.2509997,0.008092795,0.05107132,0.02593622,0.002789974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002029901,0.0003795591,0.001853707,0.004457678,0.0001599786,0.001995164,0.5429946,0.001427869,0.004770311,0.1960656,0.01413098,0.2315616],"study_design_scores_gemma":[0.0004218557,0.0006434912,0.001445787,0.009981856,0.0001963851,0.003147731,0.2128835,0.008785048,0.008802794,0.3564687,0.3968897,0.0003331893],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01230059,0.0007758123,0.9443923,0.01749499,0.0006197584,0.006548545,0.0002516547,0.000450436,0.01716598],"genre_scores_gemma":[0.06169916,0.0003367403,0.9224763,0.001715241,0.00008386818,0.01050016,0.0001020733,0.0002461156,0.002840349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.278574,"threshold_uncertainty_score":0.8896467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6130129125301387,"score_gpt":0.558567199891769,"score_spread":0.05444571263836973,"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."}}