{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481867,0.00004175822,0.00006775471,0.00002352288,0.00002234564,0.00001553589,0.0002947996,0.00001422587,0.0003889611],"category_scores_gemma":[0.000004975614,0.00003112846,0.00002585501,0.0001068372,0.000002819277,0.0002950335,0.00007517826,0.00002807326,0.0001063025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000732029,"about_ca_system_score_gemma":0.000006866888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007347942,"about_ca_topic_score_gemma":0.000003773213,"domain_scores_codex":[0.9996231,0.000030856,0.0001234163,0.0001183503,0.00003205101,0.00007226787],"domain_scores_gemma":[0.9996473,0.000006642403,0.0000373176,0.0002572113,0.00002457989,0.00002692397],"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":[1.225274e-7,0.00002078824,0.0001180395,0.00007389766,0.000003631627,6.213696e-7,0.00007860433,3.84133e-10,0.000008821914,0.2150665,0.2848305,0.4997985],"study_design_scores_gemma":[0.00004644428,0.00005307324,0.0003914282,0.0002652195,0.000002148364,0.00002322041,0.000003683305,0.0002775019,0.00290743,0.01226532,0.9836313,0.0001332617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000001880812,0.0006526413,0.6769609,0.001276064,0.0001158493,0.00008501817,6.361422e-8,0.000271216,0.3206364],"genre_scores_gemma":[0.0695191,0.01103182,0.8896046,0.02762351,0.00005876802,0.0001120803,0.000004138878,0.0000120083,0.002034001],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6988008,"threshold_uncertainty_score":0.4258852,"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."}}