{"id":"W4412163854","doi":"10.1158/1557-3265.aimachine-a013","title":"Abstract A013: Facilitating AI-Based Hit Discovery through the Development of the AIRCHECK Platform","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; Structural Genomics Consortium","funders":"","keywords":"Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005390629,0.001729976,0.001191017,0.003859217,0.0008895488,0.004985078,0.00501397,0.001759431,0.02560396],"category_scores_gemma":[0.01525725,0.0008040809,0.002196637,0.002515007,0.001046934,0.006306016,0.006210102,0.003095308,0.01580897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342237,"about_ca_system_score_gemma":0.003632409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006116641,"about_ca_topic_score_gemma":0.00561791,"domain_scores_codex":[0.9959591,0.000660563,0.0003914919,0.001021296,0.001696736,0.0002708511],"domain_scores_gemma":[0.9909781,0.00323795,0.0005922763,0.002857919,0.001531552,0.0008021263],"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":[0.004704673,0.001210519,0.0113966,0.003931573,0.0007176955,0.0009846574,0.0005093241,0.05212639,0.02602189,0.04426927,0.6076908,0.2464367],"study_design_scores_gemma":[0.001226621,0.0008807705,0.006924784,0.0005447414,0.0003055106,0.0005323834,0.0002428874,0.3144096,0.03738479,0.05921669,0.5779191,0.000412047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.03551462,0.003128983,0.2156932,0.004307026,0.001443001,0.00129918,0.2212542,0.4757435,0.04161635],"genre_scores_gemma":[0.146015,0.002137206,0.2906194,0.002439456,0.000450349,0.001440151,0.5336979,0.01303476,0.01016567],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.02560396,"threshold_uncertainty_score":0.08565384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2201609451407127,"score_gpt":0.506431172155065,"score_spread":0.2862702270143522,"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."}}