{"id":"W6982008427","doi":"","title":"The Future of Occupational Licensing Reform","year":2017,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational licensing; Licensure; Public interest; Quarter (Canadian coin); Service (business); Politics; Certification","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":[],"consensus_categories":[],"category_scores_codex":[0.01440053,0.0003924389,0.0009423268,0.002567437,0.005936827,0.01110942,0.001953667,0.01085795,0.02170521],"category_scores_gemma":[0.03197121,0.0003164595,0.001426017,0.002154744,0.01704012,0.01725916,0.005381249,0.008087886,0.003482501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02277879,"about_ca_system_score_gemma":0.02982264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01822687,"about_ca_topic_score_gemma":0.01207991,"domain_scores_codex":[0.9894761,0.004192287,0.0003298445,0.0009691229,0.002564851,0.002467846],"domain_scores_gemma":[0.9813198,0.008517144,0.001329554,0.001872049,0.004323033,0.002638422],"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":[0.00001947361,0.00008551517,0.0005750656,0.0001207839,0.000006744332,0.00004332371,0.0005781353,0.0005228128,0.00004463442,0.9006984,0.03753237,0.05977288],"study_design_scores_gemma":[0.00003710462,0.00005035181,0.001652391,0.0006837986,0.00001151789,0.00006373198,0.001320302,0.001529202,0.0001233674,0.5089315,0.4855589,0.00003784251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01093289,0.05690353,0.005333459,0.7510675,0.002950521,0.00003418081,0.0001197164,0.0001695949,0.1724887],"genre_scores_gemma":[0.7005138,0.06194091,0.005002084,0.129218,0.01791702,0.0002236734,0.0002685502,0.000177958,0.08473793],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02277879,"threshold_uncertainty_score":0.1652725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222228839975763,"score_gpt":0.3052172922149904,"score_spread":0.2829950038152328,"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."}}