{"id":"W4237320858","doi":"10.4324/9780429400285-15","title":"Kristian Frédric","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000372504,0.00060407,0.0002777726,0.001127458,0.00407797,0.004273969,0.0006482485,0.0009413182,0.05003925],"category_scores_gemma":[0.001574055,0.0002924995,0.0001511585,0.0008705357,0.001890417,0.003795984,0.001696265,0.002425383,0.01646265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004005732,"about_ca_system_score_gemma":0.002747486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.025902,"about_ca_topic_score_gemma":0.06265868,"domain_scores_codex":[0.9994331,0.00008856021,0.00002025203,0.0001245904,0.0002257187,0.000107753],"domain_scores_gemma":[0.999432,0.0001217652,0.0000383203,0.00003413274,0.0001869353,0.0001867696],"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":[0.00002029479,0.00001946172,0.0001659948,0.000142634,0.00000196361,0.0001787014,0.00312404,0.00004332281,0.0002603852,0.03143328,0.9170933,0.04751669],"study_design_scores_gemma":[7.141588e-7,0.000002396484,0.0001284808,0.00006932997,0.000001002138,0.0002112801,0.0009310805,0.00001378121,0.00008003923,0.0006284769,0.9979292,0.000004213793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004681421,0.04964682,0.001334367,0.0357921,0.01048469,0.00003242754,0.0002624842,0.0004693329,0.8972963],"genre_scores_gemma":[0.03141601,0.01272318,0.0009406551,0.005994289,0.0007077461,0.00001786506,0.00012062,0.0002476754,0.9478318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9499608,"threshold_uncertainty_score":0.167398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2280501282656911,"score_gpt":0.2656881541777156,"score_spread":0.03763802591202445,"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."}}