{"id":"W4206955435","doi":"10.17160/josha.9.1.801","title":"Philosophy Research Program on Artificial Intelligence and Machine Learning in Oncology","year":2022,"lang":"en","type":"article","venue":"Journal of Science Humanities and Arts - JOSHA","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Artificial intelligence; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01294882,0.0003768216,0.0005410704,0.001394137,0.00324182,0.004284746,0.0007203018,0.002981196,0.01057271],"category_scores_gemma":[0.01080863,0.0001925814,0.0005107818,0.0006569771,0.007328948,0.003496239,0.002632246,0.01219681,0.002924832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003926194,"about_ca_system_score_gemma":0.01236625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361681,"about_ca_topic_score_gemma":0.003384212,"domain_scores_codex":[0.9970868,0.001309433,0.0001214819,0.0002329914,0.0009855389,0.0002638571],"domain_scores_gemma":[0.983202,0.008889125,0.0008601198,0.0006733353,0.003121253,0.003254275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003390639,0.0002053754,0.0008756767,0.0001154194,0.00001443682,0.00007879159,0.001167809,0.0003230419,0.0003853777,0.7019227,0.2565663,0.03831129],"study_design_scores_gemma":[0.00005196773,0.000134662,0.001518369,0.0002887255,0.00001815461,0.0003529111,0.0006368319,0.001167736,0.000909103,0.342398,0.6524982,0.0000253986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003796892,0.01209214,0.01727486,0.8398034,0.01666233,0.0001628725,0.0001097383,0.0001226842,0.109975],"genre_scores_gemma":[0.191261,0.0387841,0.06233757,0.3377905,0.02419796,0.0007132567,0.0001471802,0.0003243299,0.3444442],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9967582,"threshold_uncertainty_score":0.06848073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2026430015915143,"score_gpt":0.4179458348165192,"score_spread":0.2153028332250049,"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."}}