{"id":"W4410814118","doi":"10.1007/978-3-031-88455-9_12","title":"Beyond the Bar: Purpose, Risk and Innovation","year":2025,"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":"National Institute for Nanotechnology","funders":"","keywords":"Bar (unit); Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002684263,0.0004607381,0.0006299395,0.001210228,0.001611004,0.01096956,0.001227281,0.005328545,0.01356433],"category_scores_gemma":[0.008260625,0.0003513379,0.0004561407,0.001424786,0.01024232,0.00875714,0.00212688,0.004807555,0.002758188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002751382,"about_ca_system_score_gemma":0.002938118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002909344,"about_ca_topic_score_gemma":0.003880692,"domain_scores_codex":[0.9976699,0.0008633313,0.00006272906,0.0002595467,0.0009209955,0.000223531],"domain_scores_gemma":[0.9960445,0.002661721,0.0002035318,0.0004998774,0.0004224211,0.0001679031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004303398,0.00001293834,0.00009954574,0.00001264078,0.00000133776,0.00001088049,0.0002036078,0.0001993646,0.0000470656,0.9831052,0.005163311,0.01113978],"study_design_scores_gemma":[0.000002320148,0.000007607364,0.0002888766,0.0000615055,0.000002471213,0.00002594047,0.0001417464,0.000628219,0.00009754808,0.9449737,0.05376307,0.000006987465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009207048,0.01770009,0.03110289,0.01986082,0.0006299388,0.00003312401,0.00006872269,0.00009517572,0.9213021],"genre_scores_gemma":[0.4710866,0.01131011,0.006717111,0.003661147,0.00161974,0.0001215165,0.00007583298,0.000195939,0.5052121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01356433,"threshold_uncertainty_score":0.04537719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748302818549401,"score_gpt":0.2282571442287883,"score_spread":0.2007741160432943,"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."}}