{"id":"W4402401036","doi":"10.1200/jco.24.00791","title":"Just Humor Me","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital","funders":"","keywords":"Medicine; Cancer; Internal medicine","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":["insufficient_payload"],"category_scores_codex":[0.00241036,0.00008368967,0.0006689437,0.00007419324,0.00005220037,0.0000153438,0.0002418175,0.000220386,0.002786179],"category_scores_gemma":[0.0005625973,0.00005748509,0.0004458802,0.0001563496,0.0001767761,0.00002980621,0.0000492943,0.000894595,0.0013499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000445902,"about_ca_system_score_gemma":0.0003230142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000966397,"about_ca_topic_score_gemma":0.00001309845,"domain_scores_codex":[0.9976057,0.0002374182,0.001650891,0.0001683041,0.0001425742,0.000195153],"domain_scores_gemma":[0.9966421,0.002426536,0.0004754824,0.0001723036,0.00009945988,0.0001841393],"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":[0.0002069873,0.0009052206,0.001825004,0.00001336512,0.0007213874,0.0009672781,0.001465482,0.00000248393,0.00004426283,0.1642012,0.5215946,0.3080527],"study_design_scores_gemma":[0.0006680857,0.001707324,0.02755682,0.00001861839,0.0001439949,0.0002518383,0.001495894,0.00001728426,0.000002219527,0.002127835,0.965948,0.00006212717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3553884,0.006893764,0.0009593238,0.06923115,0.01913641,0.0001818637,0.00001182334,0.00006420913,0.548133],"genre_scores_gemma":[0.9848533,0.000393937,0.001018019,0.001924314,0.00430475,0.000009532847,5.86988e-7,0.00001527852,0.007480325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6294648,"threshold_uncertainty_score":0.9994277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3627140347450541,"score_gpt":0.624017792063235,"score_spread":0.261303757318181,"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."}}