{"id":"W4400482823","doi":"10.55016/ojs/cpai.v5i2.76456","title":"Pens for Hire: Part 3","year":2023,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002539455,0.0007988213,0.0006274296,0.001748469,0.01033549,0.006097825,0.002098061,0.003484697,0.3807074],"category_scores_gemma":[0.008243158,0.0004537716,0.0005925687,0.001688174,0.001680394,0.001862014,0.002680911,0.002819321,0.1196373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008064356,"about_ca_system_score_gemma":0.01646831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1251609,"about_ca_topic_score_gemma":0.294172,"domain_scores_codex":[0.9961598,0.0002307727,0.0001190168,0.0003058253,0.002436789,0.0007478411],"domain_scores_gemma":[0.9927968,0.0006385891,0.0001771891,0.0006130022,0.004001484,0.001772981],"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":[0.00002790027,0.00005130293,0.0005280182,0.0001097546,0.000002367999,0.0001922419,0.001381696,0.00003991828,0.001251269,0.007963479,0.9198625,0.06858955],"study_design_scores_gemma":[0.000002048952,0.00002090479,0.001147022,0.00002965106,0.000001244135,0.00007004382,0.0007216531,0.00001923615,0.0002386249,0.0002247982,0.9975173,0.000007393893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006256058,0.002149585,0.00159466,0.0243855,0.01825163,0.0006959553,0.001519876,0.000917033,0.9442297],"genre_scores_gemma":[0.009090675,0.0004692874,0.0003923791,0.002348439,0.000688972,0.00005511047,0.0002743708,0.0001779388,0.9865028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3807074,"threshold_uncertainty_score":0.8833458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06597805505546861,"score_gpt":0.3584994969803379,"score_spread":0.2925214419248693,"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."}}