{"id":"W4322756136","doi":"10.33137/rr.v45i3.40406","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Renaissance and Reformation","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001559341,0.0004987828,0.0003040238,0.001302602,0.002387216,0.005465528,0.001114049,0.002010113,0.344615],"category_scores_gemma":[0.004892312,0.0001602476,0.0003824344,0.001351697,0.001556287,0.002671729,0.002247419,0.00217061,0.1375661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002368122,"about_ca_system_score_gemma":0.00309914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006178251,"about_ca_topic_score_gemma":0.007993918,"domain_scores_codex":[0.9986026,0.0003188395,0.00003647874,0.0002785961,0.0005430215,0.0002205537],"domain_scores_gemma":[0.9984033,0.0003278471,0.00007984802,0.0002332572,0.000682849,0.0002729853],"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":[0.00003291072,0.00003004196,0.0006062484,0.000139748,0.000003346502,0.00006941336,0.0009076247,0.00006469579,0.0001549892,0.3264419,0.5873175,0.08423154],"study_design_scores_gemma":[0.000001680811,0.00000379926,0.0002716627,0.00005240336,7.134771e-7,0.00002397419,0.0001998283,0.0000122716,0.00004175343,0.006233281,0.993156,0.000002498482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001409272,0.001944704,0.001801587,0.01413782,0.004853185,0.00006678811,0.001322929,0.0002840831,0.9741796],"genre_scores_gemma":[0.02200758,0.001808401,0.001527594,0.007897777,0.002206419,0.0001036357,0.001371284,0.0002255023,0.9628518],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.344615,"threshold_uncertainty_score":0.9348271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498183623880969,"score_gpt":0.2518212736374053,"score_spread":0.2368394373985956,"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."}}