{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002681999,0.00004661625,0.0000624737,0.00008641215,0.0004271682,0.00004362722,0.00005591695,0.00001846553,0.007274701],"category_scores_gemma":[0.00001618286,0.00004147791,0.00002790432,0.00003574491,0.0002351049,0.00007743249,0.00001250338,0.00005036131,0.0004329185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001529859,"about_ca_system_score_gemma":0.00005088783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001253789,"about_ca_topic_score_gemma":0.0002785122,"domain_scores_codex":[0.9996943,0.00001569756,0.00009879484,0.00007832546,0.0000436933,0.0000691473],"domain_scores_gemma":[0.9997385,0.00006821541,0.00001913228,0.0001089468,0.00004354724,0.00002170042],"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":[0.000001682021,0.00001389954,0.0001238211,0.000007835659,0.00001078706,8.518111e-7,0.005916086,0.000004556029,0.00002261531,0.9563269,0.03628002,0.00129092],"study_design_scores_gemma":[0.00008075024,0.000004709032,0.00006699047,0.00001886667,0.00001436723,3.181491e-7,0.001580892,0.00004104482,0.00006962988,0.01329929,0.9847748,0.00004835472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02726056,0.0006486349,0.00007933669,0.0002149568,0.0007836474,0.00007360301,0.000003841056,0.00005666951,0.9708788],"genre_scores_gemma":[0.8572636,0.000007211976,0.00002031139,0.000367027,0.0001030216,0.000003734354,0.000006474257,0.000002251815,0.1422264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9484948,"threshold_uncertainty_score":0.9936328,"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."}}