{"id":"W6891961645","doi":"10.48660/24010081","title":"Closed-Form Interpretation of Neural Network Classifiers with Symbolic Regression Gradients","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mitacs","funders":"","keywords":"Interpretation (philosophy); Artificial neural network; Regression; Pattern recognition (psychology); Regression analysis","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":[0.001204016,0.0009721177,0.0006996721,0.001111317,0.000527297,0.00299832,0.001612109,0.001454926,0.03243887],"category_scores_gemma":[0.007464292,0.0003910271,0.0005954476,0.0008692316,0.001095989,0.003361965,0.001427272,0.001780624,0.009565419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107421,"about_ca_system_score_gemma":0.0008733702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027009,"about_ca_topic_score_gemma":0.004188194,"domain_scores_codex":[0.9989607,0.0002918006,0.0000465563,0.0002273213,0.0003876077,0.00008599022],"domain_scores_gemma":[0.998976,0.0003643294,0.00007696155,0.0001575305,0.0003937101,0.00003157382],"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":[0.0001084234,0.00007029955,0.0003542019,0.0002108286,0.00003739032,0.0001655418,0.0001357097,0.07541667,0.003027998,0.6659486,0.0404562,0.2140681],"study_design_scores_gemma":[0.00001836626,0.00001514364,0.00011027,0.0000419286,0.000008354175,0.00006576735,0.00001997902,0.6496471,0.002632222,0.3318286,0.01559994,0.00001224907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003400418,0.000316826,0.9639236,0.000586744,0.0002270603,0.00004227519,0.0005157422,0.00206922,0.02891808],"genre_scores_gemma":[0.3616212,0.0008629067,0.5371634,0.0005328952,0.0005770731,0.0003065177,0.003104371,0.003191809,0.09263981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03243887,"threshold_uncertainty_score":0.1085188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141643614414186,"score_gpt":0.2655789045263648,"score_spread":0.2514145430849463,"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."}}