{"id":"W4226083473","doi":"10.1139/facets-2021-0181","title":"Protecting expert advice for the public: promoting safety and improved communications","year":2022,"lang":"en","type":"article","venue":"FACETS","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Carleton University; Simon Fraser University; Dalhousie University","funders":"","keywords":"Public relations; Harassment; Intimidation; Scholarship; Work (physics); Political science; Public policy; Advice (programming); Internet privacy; Business; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.07558549,0.0006486909,0.0009527227,0.004608395,0.01674273,0.0223987,0.004761514,0.02265533,0.01857619],"category_scores_gemma":[0.2120601,0.0009111858,0.001487511,0.003091489,0.02476108,0.01551316,0.008333449,0.01451956,0.002505116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03502797,"about_ca_system_score_gemma":0.1932212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.470132,"about_ca_topic_score_gemma":0.5179604,"domain_scores_codex":[0.9197308,0.04445589,0.003037893,0.002142822,0.0182569,0.01237564],"domain_scores_gemma":[0.7263371,0.1867601,0.01497536,0.006655271,0.03842982,0.02684244],"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":[0.000126225,0.0004207312,0.0132084,0.002730901,0.0001020811,0.0008139341,0.07521991,0.0005507446,0.0007006407,0.2030127,0.4914301,0.2116836],"study_design_scores_gemma":[0.0001167158,0.0002026529,0.01563304,0.00757006,0.0001061084,0.0002869553,0.05898683,0.0005840327,0.0009100205,0.05735692,0.8580393,0.0002074447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003673764,0.00386545,0.00117308,0.9589009,0.001373248,0.0001045333,0.00005996505,0.00007416654,0.03077484],"genre_scores_gemma":[0.2242305,0.02229599,0.01504829,0.7015009,0.003738612,0.0006529589,0.000214666,0.0001419789,0.03217606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.470132,"threshold_uncertainty_score":0.9347911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04688811859285399,"score_gpt":0.3326762414693843,"score_spread":0.2857881228765303,"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."}}