{"id":"W1566041260","doi":"10.1108/09504121111103281","title":"Encyclopedia of the World's Coastal Landforms","year":2011,"lang":"en","type":"article","venue":"Reference Reviews","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Encyclopedia; Landform; Geology; Geography; Cartography; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002031203,0.00008605203,0.0001494313,0.0000118586,0.00003529344,0.000003409999,0.0003161641,0.00001279836,0.005604026],"category_scores_gemma":[0.00001917336,0.00004265706,0.0000695484,0.0002269574,0.00007975509,0.00007376283,0.001588273,0.00006892825,0.0006985592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154697,"about_ca_system_score_gemma":0.000003821874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000586096,"about_ca_topic_score_gemma":0.004707901,"domain_scores_codex":[0.9993315,0.00003731571,0.0002216915,0.0001348207,0.000138724,0.0001359322],"domain_scores_gemma":[0.9995144,0.000006668721,0.0001141644,0.000322516,0.000002904068,0.00003934856],"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":[0.000005516547,0.00007000297,0.07082265,0.00004935021,0.000003953522,8.316229e-7,0.0001747502,6.911857e-7,0.00007105357,0.002998098,0.01176042,0.9140427],"study_design_scores_gemma":[0.00004568402,0.00001688314,0.1386011,0.00003263165,0.00001074993,7.623708e-7,0.000008823617,0.000003082378,0.0001035008,0.001513019,0.8596013,0.00006253668],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01241308,0.0001346009,0.00005776339,0.00004565962,0.00007408138,0.0003045644,0.000002735595,0.000009409188,0.9869581],"genre_scores_gemma":[0.8241202,0.01282761,0.002028785,0.0003812319,0.00004264626,0.00009202596,0.00000623244,0.00001539656,0.1604859],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9139801,"threshold_uncertainty_score":0.995305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443829809317594,"score_gpt":0.2398603765874031,"score_spread":0.1954773956556436,"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."}}