{"id":"W4291003350","doi":"10.3389/ftox.2022.943152","title":"Standardisation and international adoption of defined approaches for skin sensitisation","year":2022,"lang":"en","type":"review","venue":"Frontiers in Toxicology","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Guideline; Computer science; Risk analysis (engineering); Principal (computer security); Hazard; Identification (biology); Data mining; Business; Medicine; Biology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01815004,0.001223762,0.001849805,0.005754615,0.0004370048,0.002935095,0.003237227,0.002195296,0.003122612],"category_scores_gemma":[0.009094507,0.0004806052,0.001799349,0.004013597,0.00190163,0.003015977,0.002317361,0.00410455,0.00247917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002782788,"about_ca_system_score_gemma":0.01145723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0028176,"about_ca_topic_score_gemma":0.002907197,"domain_scores_codex":[0.9919593,0.002123932,0.001452758,0.0007749019,0.003355783,0.0003333405],"domain_scores_gemma":[0.9906482,0.003595511,0.001004333,0.0007565347,0.003784532,0.0002108577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001044634,0.0002073152,0.000498978,0.05175675,0.0001457072,0.0002871878,0.0005700741,0.001544822,0.01087771,0.09590382,0.02661815,0.8114851],"study_design_scores_gemma":[0.00001668866,0.0001789399,0.001236105,0.01320839,0.0001456794,0.0004155583,0.0002606747,0.000165131,0.004415276,0.007566476,0.9723544,0.00003673714],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001796443,0.9177144,0.02229717,0.006720628,0.002322196,0.000768189,0.001113512,0.0002048819,0.04706262],"genre_scores_gemma":[0.01243735,0.9340324,0.03970309,0.003416169,0.0006121355,0.001124379,0.002513265,0.00006981628,0.006091329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01815004,"threshold_uncertainty_score":0.0959878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07855954810714612,"score_gpt":0.3182368488604411,"score_spread":0.239677300753295,"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."}}