{"id":"W4323787456","doi":"10.33137/ic.v22i.39922","title":"Meeting the Writers, Again","year":2022,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Autobiographical and Biographical Writing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002777409,0.0001046703,0.00009657882,0.0001416992,0.001926652,0.0001788169,0.000327357,0.00001682792,0.004901436],"category_scores_gemma":[0.00002287388,0.00007536581,0.0001551586,0.0002132023,0.0002876319,0.00005712011,0.00007810876,0.0002748813,0.00002652288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004549846,"about_ca_system_score_gemma":0.00003387456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03316362,"about_ca_topic_score_gemma":0.08647504,"domain_scores_codex":[0.998975,0.00008274127,0.0001740102,0.0001853892,0.0002247195,0.0003580812],"domain_scores_gemma":[0.9995234,0.00008825315,0.0000513728,0.0001748699,0.00002431707,0.0001377986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005325153,0.00003961328,0.0009179882,0.00001035164,0.00006766737,0.00009124695,0.007430464,0.00001100809,0.00002767492,0.79,0.1926287,0.008769987],"study_design_scores_gemma":[0.00006944079,0.00003966131,0.0002592313,0.00000632683,0.00001278982,0.000005204349,0.0114138,0.00006795257,0.000002723626,0.003379629,0.9845999,0.0001433045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2138476,0.002217711,0.000003108703,0.06959843,0.001648467,0.0004945992,0.0009705145,0.0002688938,0.7109507],"genre_scores_gemma":[0.9867865,0.000003516956,0.000008140128,0.007077354,0.000444317,0.00003899654,0.00002928956,0.00001459603,0.005597247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7919713,"threshold_uncertainty_score":0.9993727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754007619647989,"score_gpt":0.18055745462535,"score_spread":0.1630173784288701,"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."}}