{"id":"W4387367281","doi":"10.14220/9783737016339.307","title":"Authors' Biographical Notes","year":2023,"lang":"en","type":"other","venue":"","topic":"European Political History Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Download; Volume (thermodynamics); Computer science; World Wide Web; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006827895,0.0001651124,0.0002211135,0.0004981353,0.00007748414,0.00005913643,0.0001590741,0.00009282565,0.1569052],"category_scores_gemma":[0.00005623695,0.0001283038,0.0002287937,0.00005542202,0.000472383,0.00001734818,0.0000387895,0.0001626749,0.02055757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001172068,"about_ca_system_score_gemma":0.000007300039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810702,"about_ca_topic_score_gemma":0.0181565,"domain_scores_codex":[0.9992359,0.00003900265,0.0001417941,0.0002335832,0.0001459583,0.000203815],"domain_scores_gemma":[0.9994885,0.00008728995,0.00004414686,0.0002652325,0.00001668106,0.00009815585],"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":[2.475289e-7,0.000008043376,0.000002295684,0.00000805245,0.00005190796,0.000009042438,0.0001293803,6.58075e-9,3.719315e-8,0.4802665,0.5193986,0.0001258328],"study_design_scores_gemma":[0.00002820206,0.00001117056,0.000002574607,0.00003438843,0.00008760995,1.404151e-7,0.0000503343,0.000002407855,3.313593e-7,0.001045612,0.9985554,0.000181783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.436013e-7,0.0001617575,0.00001486532,0.0002748824,0.00072721,0.00004437843,0.00009109971,0.002209552,0.9964757],"genre_scores_gemma":[0.0003039552,0.00003009739,0.00003883199,0.0003189131,0.00195592,0.000004036168,0.00001639788,0.0009820603,0.9963498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4792209,"threshold_uncertainty_score":0.9997596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437274874603386,"score_gpt":0.2435337691881532,"score_spread":0.1998062817278146,"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."}}