{"id":"W2158885779","doi":"10.1109/iita.workshops.2008.138","title":"The Application of Pattern Recognition on Modeling","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Pattern recognition (psychology); 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":[0.0006054882,0.0006973287,0.0008487728,0.0009494423,0.0004101484,0.001164278,0.0008813362,0.000917476,0.002262347],"category_scores_gemma":[0.001535623,0.0003605713,0.00110884,0.001560957,0.001423709,0.001647226,0.001285835,0.001230716,0.0007715137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006128807,"about_ca_system_score_gemma":0.0007558269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009671513,"about_ca_topic_score_gemma":0.0004275399,"domain_scores_codex":[0.9991722,0.0002268275,0.00005262039,0.0001935252,0.0003137132,0.00004111338],"domain_scores_gemma":[0.9995635,0.0001564814,0.00002674283,0.0001719226,0.0000690569,0.00001231095],"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":[0.00005362441,0.00004352638,0.001412455,0.0007867014,0.0001742252,0.0003549471,0.0002383141,0.08127421,0.02542093,0.4525821,0.004392176,0.4332668],"study_design_scores_gemma":[0.00002776546,0.0001535429,0.001454306,0.0001789187,0.00008426318,0.0009819979,0.00007822147,0.4466896,0.02778609,0.4305831,0.0919029,0.00007931375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005044227,0.002380385,0.9830076,0.0005308319,0.0001478648,0.00003942064,0.0000320402,0.0003140564,0.008503614],"genre_scores_gemma":[0.3361821,0.008929867,0.6453084,0.0005145293,0.0004127158,0.0003266191,0.0002710086,0.0001276589,0.007927091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002262347,"threshold_uncertainty_score":0.0075683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116195715320358,"score_gpt":0.2922978359978572,"score_spread":0.2411358788446536,"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."}}