{"id":"W7009584734","doi":"","title":"Episode 58 - Being a Regulated Professional - What's In It For Me?","year":2024,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Government (linguistics); Work (physics); Health professionals; Health care; Professional association; Public health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009539066,0.0002700118,0.0003153136,0.0002420158,0.01106144,0.00434008,0.000897802,0.005149483,0.09399172],"category_scores_gemma":[0.002982825,0.0002649151,0.0002428868,0.0003651891,0.00180882,0.002815297,0.004202747,0.008869351,0.01969147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006743284,"about_ca_system_score_gemma":0.004984611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1650718,"about_ca_topic_score_gemma":0.3333862,"domain_scores_codex":[0.9988657,0.0001729625,0.00002595741,0.0000907142,0.0003959567,0.0004487385],"domain_scores_gemma":[0.9988825,0.0001253396,0.00004593922,0.00003196513,0.0002310973,0.0006831501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001735328,0.00003236205,0.0004619898,0.00003087914,8.481295e-7,0.0007700183,0.0102992,0.00002108445,0.0001713367,0.005912915,0.975139,0.007142986],"study_design_scores_gemma":[0.000004672047,0.00000834638,0.00106035,0.00009404735,0.000001475144,0.0002544713,0.01664391,0.00002977855,0.0000985982,0.0008739953,0.9809213,0.000008996388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01770456,0.001361389,0.0007288574,0.32332,0.008230831,0.0002228676,0.0009001989,0.0003675102,0.6471637],"genre_scores_gemma":[0.06173147,0.0007988344,0.000370672,0.08520226,0.001059524,0.0001220419,0.0004175538,0.000214343,0.8500834],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9060083,"threshold_uncertainty_score":0.3282219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007770750728893378,"score_gpt":0.2230338639427585,"score_spread":0.2152631132138651,"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."}}