{"id":"W4223652179","doi":"10.52987/icsp.2022","title":"ICSPConference Proceedings 2022","year":2022,"lang":"en","type":"paratext","venue":"","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Malaysia Sabah; Eurostars; Canadian Patient Safety Institute","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001156148,0.001334806,0.001153941,0.001824159,0.001335724,0.006965464,0.001293056,0.002159307,0.6970258],"category_scores_gemma":[0.003018858,0.0003460188,0.0007190388,0.001943922,0.0005878587,0.00263625,0.002460079,0.001761337,0.5950572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165906,"about_ca_system_score_gemma":0.001087796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002697196,"about_ca_topic_score_gemma":0.00568979,"domain_scores_codex":[0.9991002,0.0001356443,0.000049125,0.0002101355,0.0004205493,0.00008440349],"domain_scores_gemma":[0.9983107,0.0003368932,0.00003477675,0.00034225,0.0005859417,0.0003894364],"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":[0.00006766557,0.00002243438,0.00008355288,0.00009556802,0.00000917456,0.0001059339,0.00001911404,0.0002173788,0.0006281698,0.001706038,0.9043697,0.09267542],"study_design_scores_gemma":[0.00001202407,0.00001255664,0.0001680701,0.00005109231,0.000004657523,0.0001101645,0.000028309,0.0008434744,0.0005157341,0.001540819,0.9967071,0.000005965767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002961765,0.005799783,0.03486444,0.01071363,0.03318056,0.0002663936,0.01452084,0.01523021,0.8824625],"genre_scores_gemma":[0.005755432,0.002308356,0.006253728,0.0008164271,0.003020217,0.00007407712,0.01433083,0.002830493,0.9646105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3029742,"threshold_uncertainty_score":0.4321558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415563163550097,"score_gpt":0.3038485811043328,"score_spread":0.2896929494688318,"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."}}