{"id":"W4410948447","doi":"10.29173/cons29562","title":"Off With Their Heads","year":2025,"lang":"en","type":"article","venue":"Constellations","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Aeronautics; Psychology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008879784,0.0008333165,0.0004628193,0.001124456,0.008014298,0.004965785,0.001138785,0.00201356,0.4586142],"category_scores_gemma":[0.003489255,0.0003854855,0.0004512878,0.001282325,0.00250823,0.003862252,0.005756239,0.002707013,0.2133243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119735,"about_ca_system_score_gemma":0.002422558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063952,"about_ca_topic_score_gemma":0.02014178,"domain_scores_codex":[0.9989215,0.0002290661,0.00004115061,0.0001844112,0.0003051209,0.0003188091],"domain_scores_gemma":[0.9988715,0.0001424502,0.00009649683,0.0001669139,0.000401087,0.0003215926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001841919,0.0001096273,0.004302963,0.0002003367,0.00002809942,0.001463803,0.01166803,0.0001089253,0.001191525,0.1278673,0.6238603,0.2290149],"study_design_scores_gemma":[0.000003926572,0.00001969941,0.000921224,0.0001010764,0.000005367413,0.0003536593,0.004844208,0.0000268143,0.0002290605,0.002545669,0.9909374,0.00001194719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01074328,0.001485019,0.002171253,0.007963598,0.003319991,0.0001026468,0.0009626168,0.0004901502,0.9727614],"genre_scores_gemma":[0.03982976,0.0009698252,0.001109103,0.002606306,0.0004608569,0.00005403125,0.0004953668,0.000258369,0.9542165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4586142,"threshold_uncertainty_score":0.7722212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706056590598004,"score_gpt":0.2366070856359414,"score_spread":0.2095465197299613,"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."}}