{"id":"W4384706336","doi":"10.7202/1097947ar","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Dalhousie French Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The King's University; Western University","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004546572,0.0001831593,0.0002643945,0.0002876286,0.0002811057,0.00002487024,0.0001470662,0.0000377375,0.0001380307],"category_scores_gemma":[0.0005420679,0.0001589353,0.00006329075,0.001585479,0.0001976642,0.0001521857,0.0002347504,0.0001181485,0.0320623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008478986,"about_ca_system_score_gemma":0.00001790781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006782601,"about_ca_topic_score_gemma":0.0001531271,"domain_scores_codex":[0.9985608,0.00005523985,0.0002195101,0.0003985578,0.0003331167,0.0004327636],"domain_scores_gemma":[0.9992194,0.00009765508,0.00007138965,0.0003882239,0.0001755927,0.00004780625],"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":[0.000003076786,0.00002412948,0.002081475,0.00002611876,0.0001932182,0.00001827289,0.00533468,0.0001481805,0.003309017,0.0004008971,0.9854221,0.003038819],"study_design_scores_gemma":[0.0003070758,0.00006135476,0.03864698,0.00001349444,0.00005483613,0.000007813607,0.001703085,0.0001271713,0.001691521,0.002112025,0.9550022,0.000272405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658608,0.003997222,0.00002598369,0.006878103,0.004797732,0.0004259496,0.0001684673,0.00557817,0.0122675],"genre_scores_gemma":[0.9374778,0.001615261,0.0006496022,0.0001818188,0.008465762,0.0003260005,0.0003128379,0.0001982185,0.05077274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03850523,"threshold_uncertainty_score":0.9686913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04680795649918836,"score_gpt":0.3155296538775137,"score_spread":0.2687216973783254,"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."}}