{"id":"W4387127078","doi":"10.32388/1hgpmq","title":"Review of: \"Towards Responsible AI-Assisted Scholarship: Comparative Assessment of Generative Models and Adoption Recommendations\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Generative grammar; Scholarship; Psychology; Computer science; Sociology; Political science; Artificial intelligence; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03914741,0.0004754648,0.001053414,0.006155211,0.004063448,0.01104129,0.003132606,0.005827174,0.03090445],"category_scores_gemma":[0.2885865,0.0003842606,0.0007143394,0.004658507,0.007492401,0.009395266,0.004756784,0.00522074,0.01368346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006224766,"about_ca_system_score_gemma":0.03093286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007602512,"about_ca_topic_score_gemma":0.01385668,"domain_scores_codex":[0.9699691,0.01032964,0.002294187,0.00129504,0.01526413,0.0008479221],"domain_scores_gemma":[0.7042086,0.1230442,0.009665319,0.008159555,0.1472381,0.007684325],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001499912,0.000009927856,0.0001281936,0.001352808,0.00001241477,0.0000343277,0.0007191293,0.00006563955,0.00006760231,0.02266061,0.927837,0.04709735],"study_design_scores_gemma":[0.00001115999,0.00001646876,0.0008110919,0.005172202,0.00002262032,0.00007047073,0.001116034,0.0001183832,0.0001079008,0.006163663,0.9863668,0.00002325783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001598627,0.07195129,0.003418416,0.7493197,0.1147302,0.0003698248,0.0006555673,0.0002016906,0.05775476],"genre_scores_gemma":[0.09808201,0.2912433,0.01073786,0.3065512,0.1202477,0.001515227,0.00316952,0.001160256,0.1672928],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9608526,"threshold_uncertainty_score":0.2070338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5823701025806582,"score_gpt":0.5853835403960813,"score_spread":0.00301343781542307,"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."}}