{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003294801,0.00005513377,0.00007687101,0.0000592464,0.0004026408,0.00001258797,0.00004191768,0.00001136659,0.0005418399],"category_scores_gemma":[0.000009723703,0.00003566984,0.00002208229,0.00003429841,0.0008366635,0.00003567017,0.00002857513,0.00004503842,0.00003827373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006667601,"about_ca_system_score_gemma":0.00004246299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006754707,"about_ca_topic_score_gemma":0.0006727584,"domain_scores_codex":[0.9997098,0.000009705046,0.00006885543,0.00007962896,0.00003259699,0.00009935209],"domain_scores_gemma":[0.9997246,0.00009321514,0.00001563093,0.00008014722,0.00007077159,0.0000156398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008349648,0.00001656335,0.01675141,0.000008841776,0.00005945138,7.536284e-7,0.01539864,0.000007197745,0.000004250308,0.9482287,0.01038388,0.009132007],"study_design_scores_gemma":[0.0001607733,0.00002358105,0.001527978,0.00002807294,0.00001777267,7.023969e-7,0.006358071,0.00005455959,0.00003116988,0.00357774,0.9881645,0.00005509709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0580075,0.001535791,0.0003656138,0.002691176,0.0003606159,0.0001109838,0.000009241592,0.00006823925,0.9368508],"genre_scores_gemma":[0.9510247,0.00005157272,0.00004029707,0.0005600143,0.00008502635,0.000006631827,0.000005493443,0.000002452744,0.04822385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9777806,"threshold_uncertainty_score":0.5932767,"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."}}