{"id":"W1993233958","doi":"10.1145/2063576.2063938","title":"Review recommendation","year":2011,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Helpfulness; Computer science; Factor (programming language); Artificial intelligence; Recommender system; Quality (philosophy); Machine learning; Psychology","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":[0.002692755,0.001141905,0.00170217,0.00530732,0.001046568,0.002948001,0.001582274,0.001754358,0.02543176],"category_scores_gemma":[0.01837977,0.0005383357,0.00123757,0.00522783,0.0002150503,0.002836089,0.0006330723,0.001215213,0.04183584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007982221,"about_ca_system_score_gemma":0.001359913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006978502,"about_ca_topic_score_gemma":0.0167314,"domain_scores_codex":[0.996309,0.0008327898,0.0002905249,0.0009428064,0.001446862,0.0001780264],"domain_scores_gemma":[0.9897979,0.003276882,0.0008215417,0.001573933,0.004090269,0.0004393778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000264706,0.0003062881,0.007990331,0.001367557,0.0004692915,0.0002075604,0.0001247885,0.003001542,0.006011968,0.006543984,0.3112933,0.6624187],"study_design_scores_gemma":[0.0002453336,0.0008030933,0.02563935,0.0008038227,0.001222277,0.003861511,0.0005392479,0.1365568,0.01577681,0.02369499,0.7904522,0.0004045324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05354197,0.06251919,0.5899841,0.0104847,0.005122879,0.004733368,0.05394091,0.01581352,0.2038594],"genre_scores_gemma":[0.307032,0.02782038,0.4253616,0.00307902,0.003790349,0.00101844,0.05061615,0.0008963285,0.1803858],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9745682,"threshold_uncertainty_score":0.0850777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012730477826182,"score_gpt":0.2811686455721314,"score_spread":0.1798955977895132,"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."}}