{"id":"W3164380061","doi":"10.1088/1361-6498/ac0802","title":"Key outcome summaries of the scientific programme of the IRPA15 congress","year":2021,"lang":"en","type":"article","venue":"Journal of Radiological Protection","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cameco (Canada)","funders":"","keywords":"Excellence; Presentation (obstetrics); Competence (human resources); Public relations; Context (archaeology); Engineering ethics; Political science; Medical education; Medicine; Psychology; Engineering; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001924079,0.00004920303,0.0001646994,0.00003484036,0.0004260964,0.00006229925,0.0002972218,0.00007296833,0.0001217459],"category_scores_gemma":[0.001449452,0.00002284096,0.0002237618,0.0004527601,0.0008692584,0.0000965795,0.00007084428,0.0002229915,0.000001324846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007666242,"about_ca_system_score_gemma":0.0001180937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009184426,"about_ca_topic_score_gemma":0.0002001102,"domain_scores_codex":[0.9983056,0.0006436164,0.0003779316,0.00008303746,0.0004638536,0.0001259746],"domain_scores_gemma":[0.9988634,0.00004917284,0.0005415844,0.0001333635,0.0003747705,0.00003768894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006384359,0.002263731,0.3709997,0.0004071647,0.0005145764,0.00003501836,0.0424118,0.002634292,0.1382132,0.136844,0.02020732,0.2848308],"study_design_scores_gemma":[0.0008692232,0.000386021,0.3832913,0.0001406441,0.0001098943,0.00004686207,0.01460842,0.0001128167,0.006156444,0.01456191,0.5795504,0.0001660134],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862652,0.0001662667,0.0009417153,0.007743686,0.002694874,0.0004481205,0.000001894867,0.000009062363,0.001729155],"genre_scores_gemma":[0.997322,0.00005855972,0.0001884261,0.00005298128,0.0001114042,0.000004873037,1.358392e-7,0.000001778159,0.002259839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5593431,"threshold_uncertainty_score":0.3277232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081239777323213,"score_gpt":0.3323360814434607,"score_spread":0.2242121037111394,"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."}}