{"id":"W2147876959","doi":"10.1109/cgiv.2007.6","title":"A Human Face Recognition System Using Neural Classifiers","year":2007,"lang":"en","type":"article","venue":"","topic":"Face and Expression Recognition","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Eigenface; Facial recognition system; Artificial intelligence; Computer science; Pattern recognition (psychology); Subspace topology; Three-dimensional face recognition; Classifier (UML); Face (sociological concept); Preprocessor; Face detection; Speech recognition","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003100711,0.00009272213,0.00008901869,0.0001204427,0.0002041422,0.0001153313,0.0002297424,0.00007071529,0.00002632564],"category_scores_gemma":[0.000007016821,0.00008061005,0.00004911702,0.0002340504,0.00001775702,0.0005380259,0.00007385346,0.00009487691,0.0001459888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006247956,"about_ca_system_score_gemma":0.00001203566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005290473,"about_ca_topic_score_gemma":0.0000113569,"domain_scores_codex":[0.9990696,0.00003597884,0.0002018273,0.0002490949,0.0001898288,0.0002537277],"domain_scores_gemma":[0.9995402,0.00002453856,0.00006826636,0.0002062396,0.00006331177,0.00009740768],"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":[0.0000319809,0.000199685,0.0008181225,0.0001994368,0.00004536013,0.0002194618,0.001736758,0.0004949225,0.4083451,0.01221186,0.00765266,0.5680447],"study_design_scores_gemma":[0.001656785,0.0002471522,0.004625738,0.000461726,0.00003237427,0.0002836097,0.005872516,0.7408132,0.2414065,0.001912571,0.001550168,0.001137672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5428142,0.000007542707,0.444815,0.00006907178,0.0003148116,0.00009159135,7.548553e-7,0.0002929962,0.01159409],"genre_scores_gemma":[0.979187,3.592826e-7,0.02024668,0.0002480825,0.00006385922,0.000002437736,0.000004349537,0.000005918742,0.0002413481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7403182,"threshold_uncertainty_score":0.3287182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07259836631807912,"score_gpt":0.2955562780452547,"score_spread":0.2229579117271756,"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."}}