{"id":"W2034432923","doi":"10.7202/1003088ar","title":"Biography as History","year":2011,"lang":"en","type":"article","venue":"Journal of the Canadian Historical Association","topic":"Philosophy, History, and Historiography","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biography; History; Literature; Art; Art history","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":[0.000446398,0.0001338966,0.0002451613,0.0007449013,0.0005057417,0.00001989455,0.0004297118,0.0001177339,0.00117639],"category_scores_gemma":[0.0001814585,0.0001061352,0.000592912,0.0001308909,0.00003323277,0.0002308075,0.0000101689,0.0003987945,0.00006844192],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1464013,"about_ca_system_score_gemma":0.0007333242,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4026443,"about_ca_topic_score_gemma":0.7088541,"domain_scores_codex":[0.998597,0.0001096582,0.0004267346,0.0001110523,0.0004894991,0.0002660152],"domain_scores_gemma":[0.9981252,0.00003735451,0.0008333172,0.0001858872,0.0004882869,0.0003299654],"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":[0.00001712722,0.0000651486,0.002821948,0.000005065144,0.0001034582,0.00001199873,0.02028437,1.282557e-7,0.00001036863,0.01359735,0.9628397,0.0002432876],"study_design_scores_gemma":[0.0001738913,0.0001164215,0.0009105123,0.00001211254,0.0001136159,0.000005336054,0.00004413873,3.489837e-7,0.000003318357,0.006854744,0.9916296,0.0001359433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01239986,0.01363039,0.000005690225,0.03389379,0.07439703,0.0003109978,0.00007009901,0.00007413432,0.865218],"genre_scores_gemma":[0.739854,0.00007819469,0.000102429,0.003037371,0.004186312,0.000005787107,0.00000185413,0.00004511157,0.2526889],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7274542,"threshold_uncertainty_score":0.9997367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04020509043380965,"score_gpt":0.1670746407090258,"score_spread":0.1268695502752162,"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."}}