{"id":"W4250121518","doi":"10.24036/student.v4i1.592","title":"","year":2020,"lang":"","type":"article","venue":"JURNAL BUANA","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Humanities; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006239347,0.0009285595,0.0007819334,0.000103128,0.0009438451,0.0007062895,0.001746006,0.0001744934,0.01082949],"category_scores_gemma":[0.0001558346,0.0009441564,0.000470022,0.002189803,0.0005392955,0.001799749,0.004848815,0.0008425094,0.004152164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00051048,"about_ca_system_score_gemma":0.00007659818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003518308,"about_ca_topic_score_gemma":0.0002122423,"domain_scores_codex":[0.9923357,0.0001548832,0.001541296,0.001816732,0.002373964,0.001777474],"domain_scores_gemma":[0.9962819,0.00008491038,0.0005386146,0.0005507983,0.00002582929,0.002517986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001494256,0.0005656995,0.4470143,0.0002226393,0.0003487324,0.001377542,0.01428295,0.004360713,0.0162558,0.00106432,0.01785835,0.4951547],"study_design_scores_gemma":[0.002861312,0.001235139,0.8878438,0.0001024799,0.0001966277,0.00001868575,0.002683813,0.009342046,0.002381918,0.0007897564,0.09097221,0.001572183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8224136,0.0006220579,0.008251768,0.1495033,0.0008445468,0.001270429,0.00003064682,0.0001771552,0.01688643],"genre_scores_gemma":[0.9676316,0.0006323164,0.001456616,0.02879809,0.0006046121,0.00002046185,0.000005092148,0.00005998349,0.0007912732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4935825,"threshold_uncertainty_score":0.9993009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140560062145409,"score_gpt":0.2082411022870216,"score_spread":0.1868355016655676,"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."}}