{"id":"W2787778028","doi":"10.30666/elore.79271","title":"Rakkautta khevsuretilaisten tapaan","year":2016,"lang":"fi","type":"article","venue":"Elore","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001128613,0.0004703768,0.0006327043,0.0001906392,0.0008145455,0.00002856238,0.0006163858,0.0006714949,0.01013249],"category_scores_gemma":[0.002144663,0.000311065,0.0002176414,0.0003368335,0.0003148525,0.0002064734,0.0003903663,0.000756532,0.03086553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151464,"about_ca_system_score_gemma":0.001436894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001551924,"about_ca_topic_score_gemma":0.0001548311,"domain_scores_codex":[0.9957278,0.0005073648,0.0009831981,0.0007412504,0.0006162817,0.001424081],"domain_scores_gemma":[0.9953431,0.002348682,0.0004583604,0.001020713,0.0003254343,0.0005036469],"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":[0.0008012203,0.000414563,0.2136652,0.001173777,0.0003980054,0.0002854365,0.01426472,0.000001902943,0.004915178,0.02849543,0.5976987,0.1378859],"study_design_scores_gemma":[0.004246932,0.0002341891,0.1408786,0.005073764,0.000166246,0.0000204218,0.001545815,0.00005871582,0.0006574382,0.001496405,0.844831,0.0007904773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5766397,0.002149316,0.003209902,0.1283542,0.02771675,0.002246542,0.0006671798,0.001064117,0.2579522],"genre_scores_gemma":[0.8313246,0.0003027621,0.0006351979,0.001579122,0.002783268,0.00003672955,0.00001984179,0.0001267862,0.1631916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2546849,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04778559370969773,"score_gpt":0.369395491076331,"score_spread":0.3216098973666333,"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."}}