{"id":"W4405750254","doi":"10.18280/isi.290618","title":"Advanced Disease Detection via Transfer Learning and Convolutional Neural","year":2024,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transfer of learning; Convolutional neural network; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009546594,0.0007002499,0.0007478063,0.00110664,0.0002846351,0.0007218744,0.00113613,0.0009814341,0.002414262],"category_scores_gemma":[0.001655479,0.0002932755,0.0006561227,0.00085589,0.0003685317,0.0009236372,0.001069203,0.001077603,0.001072329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006143203,"about_ca_system_score_gemma":0.0007908032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006915903,"about_ca_topic_score_gemma":0.006815671,"domain_scores_codex":[0.9997507,0.00004350094,0.00001263038,0.00006944341,0.00005989462,0.00006382466],"domain_scores_gemma":[0.9994535,0.0002352895,0.00005422286,0.00007273986,0.0001481506,0.00003618147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004294186,0.000445666,0.00532542,0.0001443801,0.000207917,0.000213178,0.00006594523,0.1601987,0.0203727,0.005045198,0.006577289,0.8009742],"study_design_scores_gemma":[0.000008160368,0.00004121325,0.0009866351,0.000007490088,0.00001771284,0.00004747988,0.000007069852,0.9909995,0.00393884,0.003316658,0.0006222309,0.000006935587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1190616,0.002405487,0.8702428,0.0007995279,0.0002056864,0.0001076413,0.0005578076,0.00298789,0.003631609],"genre_scores_gemma":[0.8674376,0.0008817621,0.1182,0.0002805701,0.0001778251,0.00009854536,0.001208572,0.00007727578,0.01163782],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006915903,"threshold_uncertainty_score":0.01375127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03869955632749385,"score_gpt":0.363819591601498,"score_spread":0.3251200352740041,"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."}}