{"id":"W3036377927","doi":"10.1016/b978-0-12-820543-3.00015-8","title":"On neural-network training algorithms","year":2020,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Artificial neural network; Computer science; Training (meteorology); Algorithm; Process (computing); Artificial intelligence; Machine learning; Geography","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":[0.0005236838,0.001151563,0.0007565744,0.0008290886,0.0002788917,0.001080236,0.001026115,0.00105202,0.02782118],"category_scores_gemma":[0.002420353,0.0004819503,0.0004367913,0.002026303,0.0006131752,0.001774007,0.001000317,0.001934167,0.01513541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884751,"about_ca_system_score_gemma":0.0004057012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00247533,"about_ca_topic_score_gemma":0.003346122,"domain_scores_codex":[0.9997521,0.00006069136,0.00001574799,0.00004460145,0.0001115401,0.00001536883],"domain_scores_gemma":[0.9993247,0.0004367662,0.00001434561,0.00009754232,0.0001159347,0.00001086987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002582162,0.00003419661,0.0001813416,0.0002596006,0.00004162202,0.00005964354,0.00003571696,0.05835149,0.001237158,0.06241437,0.07971343,0.7976456],"study_design_scores_gemma":[0.00001343119,0.00003782939,0.0007249741,0.000379963,0.00004341332,0.0002598254,0.00003287699,0.4858498,0.003476318,0.2463101,0.2628389,0.00003249945],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001744972,0.01826516,0.8893316,0.0009641149,0.002027051,0.00003572245,0.0003373026,0.001633686,0.08566029],"genre_scores_gemma":[0.0429788,0.03024927,0.5725954,0.0009373932,0.002805326,0.0002164974,0.002006615,0.001723866,0.3464869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02782118,"threshold_uncertainty_score":0.0930711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784957118866888,"score_gpt":0.2455496397767067,"score_spread":0.2177000685880379,"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."}}