{"id":"W4408271980","doi":"10.29173/pathfinder117","title":"Bye Bye Birdie","year":2025,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276781,0.000367441,0.0003081382,0.001265095,0.007666077,0.004699902,0.0006847809,0.001757953,0.09115916],"category_scores_gemma":[0.005053423,0.0002458692,0.0002560094,0.00100806,0.002480091,0.002803599,0.003100048,0.002209164,0.01858577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003617787,"about_ca_system_score_gemma":0.004885373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04387127,"about_ca_topic_score_gemma":0.09624827,"domain_scores_codex":[0.9986631,0.0003582273,0.00003673858,0.0002821225,0.0004001339,0.0002596874],"domain_scores_gemma":[0.9980165,0.0005283953,0.0001015572,0.0001269693,0.0005779758,0.0006485468],"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":[0.00008124478,0.00009279719,0.004696391,0.0003215206,0.0000118828,0.005072495,0.02270959,0.00021184,0.001320029,0.0987801,0.7769841,0.08971801],"study_design_scores_gemma":[0.000001477645,0.000009517441,0.0006556478,0.00006897082,0.000001340162,0.0007904493,0.004202187,0.00004955134,0.000124387,0.0008130896,0.9932747,0.000008757022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03862277,0.007546522,0.006565962,0.07144379,0.005913174,0.0002835561,0.0006629685,0.000405652,0.8685556],"genre_scores_gemma":[0.1135225,0.002787931,0.003648476,0.01049433,0.0003138746,0.0001494647,0.0001719543,0.000264114,0.8686473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09115916,"threshold_uncertainty_score":0.3049578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04357604926562629,"score_gpt":0.31143373314265,"score_spread":0.2678576838770237,"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."}}