{"id":"W3210419919","doi":"10.1080/10848770.2021.1997485","title":"The Readiness Is All","year":2021,"lang":"en","type":"article","venue":"The European Legacy","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Vanier College","funders":"","keywords":"Philosophy; Sociology; History; Classics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009197945,0.0000678745,0.00006730584,0.000003121243,0.003700336,0.0003517157,0.0004219449,0.00001265529,0.0001087768],"category_scores_gemma":[0.0001539332,0.00003178783,0.00008376703,0.0001554924,0.0004166212,0.0001405875,0.0002670417,0.0001207226,0.0006686326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003112478,"about_ca_system_score_gemma":0.0000316415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003210579,"about_ca_topic_score_gemma":0.001117,"domain_scores_codex":[0.9984801,0.0008480756,0.0001061636,0.0001165624,0.0002053163,0.0002437966],"domain_scores_gemma":[0.9994884,0.0001412763,0.00003937694,0.0001703498,0.0001235351,0.00003713299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001338483,0.00003487619,0.0001196018,0.000003174679,0.0001192256,0.00009494867,0.3734199,9.310961e-7,0.0002126892,0.2117521,0.3565386,0.05769061],"study_design_scores_gemma":[0.00004585076,0.000005390096,0.003927858,0.000005556526,0.00001153982,0.000001472324,0.04287755,5.112717e-7,0.00004263905,0.003592049,0.9494253,0.0000642256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04937511,0.0006926467,0.000003853585,0.09335797,0.000644203,0.00006468656,0.000001517636,0.00005128986,0.8558087],"genre_scores_gemma":[0.853239,0.0005511707,0.00000747562,0.001732521,0.001548212,0.000002392923,0.000001100342,0.000008830778,0.1429093],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8038639,"threshold_uncertainty_score":0.9975967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04421125496449547,"score_gpt":0.3321363755489616,"score_spread":0.2879251205844662,"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."}}