{"id":"W1537237084","doi":"10.46743/2160-3715/2008.1572","title":"The Constant Cycle: Day to Day Critical Action of the QUIPPED Project","year":2015,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University","funders":"University of Toronto","keywords":"Conceptualization; Action research; Action (physics); Lesson study; Process (computing); Engineering ethics; Sociology; Professional development; Public relations; Psychology; Pedagogy; Engineering; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01016045,0.0001099089,0.0001671504,0.00004483412,0.001121284,0.00001489514,0.000251356,0.00008215963,0.00006261239],"category_scores_gemma":[0.01893937,0.00004679482,0.00005708603,0.0005396685,0.0003239092,0.0000956104,0.0001165878,0.0004170455,0.0001068792],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315417,"about_ca_system_score_gemma":0.005748533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00048203,"about_ca_topic_score_gemma":0.0005767188,"domain_scores_codex":[0.9918105,0.006417267,0.0007611788,0.0001804651,0.0005759202,0.0002546569],"domain_scores_gemma":[0.9915962,0.005672631,0.0004722737,0.0005677522,0.001605704,0.00008542267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004849766,0.0001112384,0.0007768219,0.00005407482,0.00005335204,0.00000321168,0.49291,0.000005077725,0.001775724,0.3122292,0.1909588,0.0006374934],"study_design_scores_gemma":[0.0002751517,0.0001398341,0.004595389,0.0002814054,0.00003421963,0.00001391201,0.8306336,0.00005887678,0.0007593288,0.02945654,0.1336213,0.000130499],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6250677,0.0001451416,0.003555449,0.2280474,0.01322123,0.004223818,0.00007305992,0.00009886565,0.1255673],"genre_scores_gemma":[0.9793631,0.00000650548,0.0001649213,0.001686819,0.000243868,0.0004126342,0.000009240042,0.0000139012,0.01809902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3542954,"threshold_uncertainty_score":0.9998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2957684094982207,"score_gpt":0.6553861554685673,"score_spread":0.3596177459703466,"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."}}