{"id":"W4409375011","doi":"10.1016/b978-0-443-15888-9.00011-x","title":"Deep learning: fundamentals","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Psychology; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0002729948,0.001193864,0.0007940514,0.00104759,0.0003248899,0.001814685,0.000840492,0.001220868,0.04490402],"category_scores_gemma":[0.0008807002,0.0006799501,0.0004814016,0.002127052,0.0007142717,0.002276187,0.001507467,0.002207595,0.03200524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007823932,"about_ca_system_score_gemma":0.0007202547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001799196,"about_ca_topic_score_gemma":0.003350409,"domain_scores_codex":[0.9998106,0.00001690666,0.000009996897,0.00004338692,0.0001024774,0.00001653771],"domain_scores_gemma":[0.9997754,0.00008577716,0.000009801754,0.00004539548,0.00006259053,0.00002119862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001314738,0.00003967853,0.0001051468,0.0003498796,0.00001768608,0.00002806712,0.00005099369,0.006275218,0.001256112,0.07292137,0.2099423,0.7090003],"study_design_scores_gemma":[0.000005750272,0.000024911,0.0004435853,0.000403916,0.00001567498,0.0001438837,0.00002541677,0.0200605,0.001467297,0.1996685,0.777717,0.00002344935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002460944,0.0863299,0.3794965,0.005266809,0.003939319,0.00008553507,0.001463168,0.003098974,0.5178588],"genre_scores_gemma":[0.02332022,0.05373701,0.08949758,0.001520708,0.002070457,0.0001497169,0.001823085,0.001252595,0.8266286],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04490402,"threshold_uncertainty_score":0.1502189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221184555218776,"score_gpt":0.2410459885372473,"score_spread":0.2288341429850596,"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."}}