{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004245016,0.0002318745,0.0003840895,0.0002126746,0.0001148297,0.001481136,0.0003124495,0.00002390059,0.008584022],"category_scores_gemma":[0.0001111412,0.0001787984,0.000176316,0.0001101363,0.0002412549,0.001601781,0.00009548094,0.0001799974,0.007310168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009083029,"about_ca_system_score_gemma":0.00004242589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001107621,"about_ca_topic_score_gemma":0.000169385,"domain_scores_codex":[0.9983948,0.00002836301,0.0006547568,0.0003619581,0.0002360741,0.000323983],"domain_scores_gemma":[0.9994963,0.00005987945,0.00006509629,0.0002840051,0.00005052122,0.00004414676],"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":[8.169584e-7,0.00003088042,0.00002443742,0.004089966,0.00001692498,0.00001757994,0.005467903,2.349743e-8,6.085598e-7,0.04044009,0.8637117,0.08619906],"study_design_scores_gemma":[0.00003609006,0.00001187602,0.00001990001,0.01019526,0.00001332112,0.000004270593,0.0003173968,0.00000282091,0.000001223676,0.002109319,0.9870632,0.0002253289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0006324038,0.5946652,0.000002992111,0.0001520565,0.01284621,0.0006291922,0.0001022343,0.0002069371,0.3907627],"genre_scores_gemma":[0.0161446,0.1514376,0.00002929463,0.002049726,0.0006207599,0.0001718,0.0001980312,0.00005803615,0.8292901],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4432276,"threshold_uncertainty_score":0.9995554,"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."}}