{"id":"W4256414661","doi":"10.24036/perspektif.v3i3.285","title":"","year":2020,"lang":"","type":"article","venue":"Jurnal Perspektif","topic":"Wetland Management and Conservation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Political science","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"],"consensus_categories":[],"category_scores_codex":[0.0003158705,0.0008077805,0.0007381497,0.0002011243,0.0004100719,0.0007525063,0.0008200018,0.0002818782,0.0003898411],"category_scores_gemma":[0.000165398,0.0009006789,0.0005126949,0.001313013,0.00009790885,0.001628624,0.0002712266,0.001011447,0.0002795632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015341,"about_ca_system_score_gemma":0.00008124794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176107,"about_ca_topic_score_gemma":0.00003314943,"domain_scores_codex":[0.9959334,0.0001055589,0.001119832,0.0008347218,0.0008483571,0.001158188],"domain_scores_gemma":[0.9979634,0.00008080213,0.0002187667,0.0004387878,0.000196795,0.001101491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00342683,0.0006873728,0.1104932,0.005317902,0.005659752,0.001723918,0.1471963,0.2932272,0.12266,0.04196965,0.1062392,0.1613986],"study_design_scores_gemma":[0.00690103,0.001187679,0.09661894,0.0002801978,0.001133256,0.00002887608,0.0220225,0.717252,0.002647454,0.0005035367,0.1489144,0.002510149],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8270769,0.00296133,0.01591699,0.1454567,0.001262141,0.0007115495,0.00002120946,0.0006937401,0.00589945],"genre_scores_gemma":[0.9839858,0.001456066,0.0006026757,0.01022906,0.003301493,0.00002448737,0.00002357866,0.0001261862,0.0002505852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4240248,"threshold_uncertainty_score":0.9993444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443131955627214,"score_gpt":0.2044311577794927,"score_spread":0.1799998382232205,"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."}}