{"id":"W4403222552","doi":"10.1145/3640457.3687116","title":"VideoRecSys + LargeRecSys 2024","year":2024,"lang":"en","type":"article","venue":"","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Google (Canada)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009884269,0.001238892,0.0006067817,0.001996468,0.0007846068,0.003826268,0.001134859,0.0015993,0.6385725],"category_scores_gemma":[0.001851298,0.0003762632,0.0005639085,0.001238723,0.0004441187,0.002250599,0.002741323,0.001074994,0.51231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009099668,"about_ca_system_score_gemma":0.000897465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004609113,"about_ca_topic_score_gemma":0.006159031,"domain_scores_codex":[0.9993741,0.00008036293,0.00003556485,0.0001391486,0.0002918982,0.00007896717],"domain_scores_gemma":[0.9985831,0.0001568336,0.0000622449,0.0002479375,0.0004597473,0.0004902216],"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":[0.0003429179,0.00007678594,0.0002638262,0.0002224128,0.00001684482,0.0001265599,0.00003120807,0.0002670275,0.004625331,0.005173172,0.7440504,0.2448035],"study_design_scores_gemma":[0.00002852629,0.00003789948,0.0003535439,0.0000385573,0.000002931798,0.000105067,0.00001655439,0.000669712,0.001140108,0.0006429438,0.996956,0.000008131186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006814334,0.006633792,0.0300872,0.005789419,0.01068973,0.0006445186,0.03922023,0.05324444,0.8468764],"genre_scores_gemma":[0.0113353,0.002485984,0.01452235,0.001316792,0.001870129,0.0001479199,0.03705218,0.00717864,0.9240908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6385725,"threshold_uncertainty_score":0.5155325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00944146722145776,"score_gpt":0.3083812974718999,"score_spread":0.2989398302504421,"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."}}