{"id":"W4417538129","doi":"10.56770/fihsb2025322","title":"Forensic approach: Analysis of gender based variation in palm prints within Pakistani population","year":2025,"lang":"en","type":"article","venue":"Forensic Insights and Health Sciences Bulletin","topic":"Dermatoglyphics and Human Traits","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palm; Palm print; Forensic science; Population; Ridge; Quarter (Canadian coin); Dermatoglyphics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006034094,0.000197947,0.0001409747,0.001322552,0.0005241897,0.0004106761,0.0002100767,0.0002279114,0.00411895],"category_scores_gemma":[0.001685258,0.00009998808,0.0002060502,0.0008717655,0.0004124398,0.0002915251,0.0003636908,0.0002114555,0.0003177701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210837,"about_ca_system_score_gemma":0.0003891302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004748381,"about_ca_topic_score_gemma":0.004039787,"domain_scores_codex":[0.9996455,0.00007578879,0.00002684865,0.00009876618,0.00009695438,0.0000561735],"domain_scores_gemma":[0.9994583,0.0001599306,0.0001893876,0.00004165924,0.000113432,0.00003728677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009981789,0.0000545759,0.9601363,0.00005899159,0.00003945512,0.001059776,0.002045526,0.0001416808,0.001920429,0.000383092,0.0004035941,0.03365681],"study_design_scores_gemma":[0.000002029933,0.0001103315,0.9942732,0.00002022531,0.00001654153,0.001885989,0.002170927,0.0002893156,0.0003828279,0.0001925968,0.0006489107,0.000006995167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963715,0.0002145305,0.0009180941,0.00007162536,0.000008548467,0.00002910982,0.0004656808,0.000005820693,0.001915144],"genre_scores_gemma":[0.9986774,0.0001436627,0.0006388009,0.00001510628,0.000006757088,0.00001688511,0.0001735841,0.000001159882,0.000326592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004748381,"threshold_uncertainty_score":0.01377928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318045446537716,"score_gpt":0.3009928158107149,"score_spread":0.2691882711569433,"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."}}