{"id":"W4205571568","doi":"10.15430/jcp.2021.26.4.309","title":"Translational Advances in Cancer Prevention Agent Development (TACPAD) Virtual Workshop on Immunomodulatory Agents: Report","year":2021,"lang":"en","type":"article","venue":"Journal of Cancer Prevention","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"National Cancer Institute; National Institutes of Health","keywords":"Cancer prevention; Medicine; Library science; Cancer; Environmental ethics; Philosophy; Internal medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007524741,0.0001893327,0.0004014214,0.0002440349,0.00007353255,0.0000264194,0.00008799433,0.000116085,0.001327909],"category_scores_gemma":[0.0000411201,0.0001720441,0.0003420931,0.0003699188,0.00003677381,0.0004399624,0.00001454328,0.000332754,0.000002927774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008814522,"about_ca_system_score_gemma":0.00181051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734224,"about_ca_topic_score_gemma":0.0004648326,"domain_scores_codex":[0.9974453,0.0001293134,0.001191102,0.00026241,0.0007518713,0.0002200047],"domain_scores_gemma":[0.9985927,0.00003534742,0.0007737394,0.0001781116,0.0003316379,0.0000884283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004399989,0.001136691,0.01759517,0.0001490432,0.0007357354,0.000488571,0.0008378053,0.002543348,0.01270664,0.00003687839,0.000669274,0.9587008],"study_design_scores_gemma":[0.01126078,0.0007474069,0.6310345,0.008218498,0.0003375069,0.0006419555,0.0006253551,0.0001028192,0.0280598,0.0003669813,0.3181587,0.0004457165],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472518,0.04595674,0.002520524,0.00143124,0.00197784,0.0003530622,0.000004813154,0.00001292753,0.0004910454],"genre_scores_gemma":[0.9653381,0.02486168,0.001279635,0.0004048956,0.0006008588,0.00009121019,0.00005446045,0.00003502043,0.007334174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9582551,"threshold_uncertainty_score":0.999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03419239554988626,"score_gpt":0.3684577495226223,"score_spread":0.3342653539727361,"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."}}