{"id":"W4253189363","doi":"10.36510/learnland.v1i2.842","title":"Review Board","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04783529,0.00179747,0.004226545,0.008979639,0.00393662,0.01094487,0.005478303,0.01965938,0.1604941],"category_scores_gemma":[0.1904618,0.002081442,0.002802514,0.004883271,0.002964566,0.003693064,0.00238369,0.01081216,0.1725577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007264999,"about_ca_system_score_gemma":0.02202184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004131638,"about_ca_topic_score_gemma":0.008066492,"domain_scores_codex":[0.9558674,0.01164321,0.00583135,0.005431841,0.01826043,0.002965807],"domain_scores_gemma":[0.6612208,0.02639053,0.01877323,0.02053003,0.2593953,0.01369013],"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":[0.00009756141,0.00002181401,0.0001350368,0.0004977473,0.00002160633,0.00008181615,0.00002842472,0.0000164682,0.0001863611,0.0008353095,0.9737794,0.02429851],"study_design_scores_gemma":[0.0001551461,0.00002935236,0.0009208416,0.00109284,0.00006356547,0.0001638649,0.00004509848,0.0001216433,0.0002366031,0.0008074917,0.9963432,0.00002038712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.002471563,0.04337354,0.01099841,0.3043668,0.3134626,0.02288052,0.01176405,0.003398775,0.2872838],"genre_scores_gemma":[0.0133901,0.01658211,0.01273009,0.1196842,0.09689677,0.02359129,0.008603754,0.001547255,0.7069744],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1604941,"threshold_uncertainty_score":0.5369064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212126601545699,"score_gpt":0.2618896148768985,"score_spread":0.2406769547223286,"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."}}