{"id":"W2948786034","doi":"10.1002/ajpa.23860","title":"Testing landmark redundancy for sex‐based shape analysis of the adult human os coxa","year":2019,"lang":"en","type":"article","venue":"American Journal of Physical Anthropology","topic":"Forensic Anthropology and Bioarchaeology Studies","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Landmark; Ischial tuberosity; Anatomy; Anterior superior iliac spine; Iliac crest; Medicine; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003492195,0.0006630525,0.0005797664,0.001252488,0.0005006622,0.0005410193,0.0005771187,0.0003456003,0.001488341],"category_scores_gemma":[0.01044082,0.0003096437,0.0005682321,0.0008242025,0.0005790049,0.0004406092,0.0006639418,0.0003270473,0.0004838913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295837,"about_ca_system_score_gemma":0.0007850855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002042727,"about_ca_topic_score_gemma":0.003558879,"domain_scores_codex":[0.9981586,0.0006662826,0.0001201387,0.000386211,0.0005722053,0.00009647525],"domain_scores_gemma":[0.9951715,0.001812921,0.0008078542,0.0009886494,0.001038827,0.0001802234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001761062,0.0001602951,0.7153614,0.0001264421,0.0004107412,0.0003135857,0.0007354635,0.01540816,0.07911368,0.0005323193,0.0006859878,0.1853909],"study_design_scores_gemma":[0.00006995154,0.001329453,0.8061039,0.00004063926,0.0002589366,0.0008649736,0.0006407989,0.1625404,0.02591325,0.0007543765,0.001412526,0.00007087999],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748948,0.00006305423,0.02425782,0.00002419573,0.000009617387,0.00003181355,0.0001536842,0.0001192485,0.0004457408],"genre_scores_gemma":[0.9832349,0.00001924295,0.01627529,0.00000613834,0.000006466325,0.00003379431,0.0002442338,0.00002708368,0.0001528414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003492195,"threshold_uncertainty_score":0.01846868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02062957898389689,"score_gpt":0.2943784174315402,"score_spread":0.2737488384476433,"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."}}