{"id":"W4381125962","doi":"10.58680/ej202232082","title":"Speaking My Mind: A Public Service Announcement: Students Are Publishing Speak Homework as Fan Fiction","year":2022,"lang":"en","type":"article","venue":"The English Journal","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Publishing; Service (business); Media studies; Advertising; Public service; Psychology; Sociology; Art; Literature; Political science; Public relations; Business; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001493879,0.0007242578,0.0007877208,0.00102964,0.005311535,0.005732608,0.0008277675,0.004019841,0.6783949],"category_scores_gemma":[0.006033708,0.0004737936,0.0005150042,0.001020357,0.0007964293,0.003236612,0.003240035,0.003757155,0.4174189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007583856,"about_ca_system_score_gemma":0.002429918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002932491,"about_ca_topic_score_gemma":0.009667335,"domain_scores_codex":[0.9993326,0.0001075685,0.00003163477,0.0000407581,0.0002849579,0.0002023655],"domain_scores_gemma":[0.9947898,0.0008535866,0.0002646066,0.0002367808,0.0009395817,0.002915696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005598513,0.00009593709,0.0001207146,0.0000374301,9.818521e-7,0.00008796113,0.0001726912,0.000005709448,0.0002061837,0.0002503266,0.9894398,0.009526335],"study_design_scores_gemma":[0.00008316383,0.0001886537,0.003039146,0.0001365353,0.000006719783,0.0001342539,0.001872767,0.00006501907,0.0005392052,0.0003783269,0.9935315,0.00002471935],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01427578,0.001729965,0.0007510135,0.07365692,0.04669573,0.0009483657,0.004527632,0.009940237,0.8474743],"genre_scores_gemma":[0.01903857,0.0009877618,0.0003909575,0.007640999,0.01013894,0.0003015561,0.001191648,0.001742394,0.9585671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6783949,"threshold_uncertainty_score":0.4587306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04432860761906672,"score_gpt":0.2604244920800698,"score_spread":0.2160958844610031,"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."}}