{"id":"W4405770885","doi":"10.21428/3e88f64f.7f918f97","title":"Review: Tiltfactor","year":2024,"lang":"en","type":"article","venue":"Reviews in Digital Humanities","topic":"Twentieth Century Scientific Developments","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003045205,0.001504727,0.003943213,0.009604016,0.0009304486,0.006232225,0.002708877,0.003058029,0.05632879],"category_scores_gemma":[0.0180319,0.000634885,0.00256336,0.01011472,0.00204151,0.006056155,0.003061255,0.003937704,0.01249316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003882558,"about_ca_system_score_gemma":0.009306534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005465105,"about_ca_topic_score_gemma":0.0101711,"domain_scores_codex":[0.9971342,0.0006983296,0.000588611,0.0004729834,0.0008841341,0.0002216855],"domain_scores_gemma":[0.9914581,0.004134252,0.001037842,0.0004768891,0.002445838,0.0004470458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002286548,0.00002979335,0.0003485105,0.1253865,0.0007608841,0.0001713337,0.000213456,0.0001208831,0.0003394161,0.006817738,0.3655748,0.500008],"study_design_scores_gemma":[0.00006570714,0.00004201401,0.001464366,0.08275843,0.001043116,0.0005184524,0.0001767837,0.00003380189,0.0001133542,0.004313296,0.9094392,0.00003149977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006555897,0.9872759,0.0001203793,0.004547755,0.003452813,0.00005387202,0.0002644403,0.00003548952,0.004183718],"genre_scores_gemma":[0.001357145,0.9861673,0.0002143503,0.006885564,0.001968319,0.00008880622,0.0003735959,0.00002487801,0.002920092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05632879,"threshold_uncertainty_score":0.1884386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0802342969569534,"score_gpt":0.2789743139661895,"score_spread":0.1987400170092361,"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."}}