{"id":"W4232480608","doi":"10.36510/learnland.v6i1.865","title":"Review Board","year":2012,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"On board; Geology; Remote sensing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007037225,0.0001290521,0.0002115376,0.00005169815,0.0001056717,0.00002081873,0.0001243663,0.00004195705,0.001668045],"category_scores_gemma":[0.000425842,0.0001046395,0.00007852286,0.0002328682,0.0000130486,0.0002198111,0.00004951187,0.0002893447,0.03053907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002098118,"about_ca_system_score_gemma":0.000009258245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001111528,"about_ca_topic_score_gemma":0.000003621213,"domain_scores_codex":[0.9988881,0.0001860461,0.0001552361,0.000137675,0.0001852684,0.0004476871],"domain_scores_gemma":[0.9994636,0.00007935696,0.0000965006,0.0001861355,0.00003289647,0.000141561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001618931,0.00008312961,0.6835606,0.0008048572,0.00005597643,0.000003291323,0.0006091491,0.00007657512,0.001665156,0.0005236065,0.2990895,0.01351198],"study_design_scores_gemma":[0.0001475243,0.00001973673,0.02023441,0.0006612476,0.00004817567,0.00001680333,0.00003040745,0.00005134925,0.000098501,0.000006614345,0.9785211,0.0001641077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2897253,0.5419551,0.00009042627,0.001088486,0.0005557322,0.000439275,0.000006089999,0.001988347,0.1641513],"genre_scores_gemma":[0.9914119,0.003927732,0.0004240882,0.0008456599,0.0004785527,0.00002335443,0.0000297821,0.00008121407,0.002777688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7016866,"threshold_uncertainty_score":0.9992446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859826147422432,"score_gpt":0.2777400205330277,"score_spread":0.2591417590588033,"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."}}