{"id":"W4385586255","doi":"10.1007/978-3-031-31278-6_7","title":"Changing Professional Status in Evolving Professional Systems: Towards Using a Descriptive Lens to Analyse Multi-layered Transformation Processes","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Context (archaeology); Situated; Political science; Public relations; Documentation; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009510891,0.0005276678,0.0008957415,0.002471511,0.0003679485,0.0001177558,0.0002089452,0.0005634846,0.000261893],"category_scores_gemma":[0.0002366298,0.0005240465,0.0001728896,0.0006611887,0.00004452604,0.000884729,0.0001426618,0.0005159121,0.0004524893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009719387,"about_ca_system_score_gemma":0.0006637076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004905134,"about_ca_topic_score_gemma":0.000263918,"domain_scores_codex":[0.9965693,0.00004073907,0.001583555,0.0008178768,0.0003095005,0.0006790584],"domain_scores_gemma":[0.9981328,0.0001536461,0.0008141487,0.000248343,0.0004769491,0.0001741337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008526786,0.0006625042,0.01687888,0.004865928,0.0006763614,0.00005194038,0.03055046,0.02928079,0.0002146857,0.9111485,0.002121046,0.002696221],"study_design_scores_gemma":[0.006344013,0.0004619103,0.07968191,0.0279198,0.0002012705,0.00003958849,0.01621646,0.7564799,0.0002126222,0.07643324,0.02941069,0.006598606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1349681,0.0109306,0.08168219,0.00539607,0.02828819,0.02154654,0.0141495,0.001915896,0.7011229],"genre_scores_gemma":[0.6027048,0.0001245293,0.003800189,0.0002086336,0.0004452452,0.0001683839,0.00120594,0.000190797,0.3911515],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8347152,"threshold_uncertainty_score":0.9997211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1385734558008364,"score_gpt":0.3022879668228988,"score_spread":0.1637145110220624,"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."}}