{"id":"W4406625424","doi":"10.29173/cons29534","title":"Indispensable Insights","year":2025,"lang":"en","type":"article","venue":"Constellations","topic":"Medieval History and Crusades","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Engineering ethics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002500228,0.0008010303,0.0004697521,0.001912621,0.005012436,0.01174506,0.001596581,0.003787179,0.1562874],"category_scores_gemma":[0.008945248,0.000357723,0.0004684026,0.001956783,0.004775213,0.007891589,0.00662938,0.004322681,0.05582301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003815918,"about_ca_system_score_gemma":0.004295015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002109575,"about_ca_topic_score_gemma":0.003604521,"domain_scores_codex":[0.9973448,0.0009095014,0.00009452084,0.0004682578,0.0007670458,0.0004159036],"domain_scores_gemma":[0.9975489,0.0007479718,0.0001291715,0.0005712666,0.0005695639,0.0004331212],"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":[0.00003629721,0.00003055398,0.0004076015,0.0001804067,0.000008409873,0.000234537,0.006075904,0.00007974432,0.0002029141,0.7491109,0.1943225,0.0493103],"study_design_scores_gemma":[0.000003480599,0.000005656799,0.000133599,0.0001814056,0.000002064064,0.0001473282,0.002518204,0.00003532719,0.00005545544,0.04245774,0.9544559,0.000003850585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002415406,0.004171869,0.003988697,0.03071624,0.003271556,0.00005768046,0.0006072187,0.000204811,0.9545666],"genre_scores_gemma":[0.1553707,0.0125557,0.009586507,0.02803654,0.003299969,0.0003160529,0.001865128,0.0007580919,0.7882113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1562874,"threshold_uncertainty_score":0.5228335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238704404360732,"score_gpt":0.2312414076479643,"score_spread":0.2073709672118911,"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."}}