{"id":"W2586138663","doi":"","title":"Opening Access to Environmental Software Systems","year":2006,"lang":"en","type":"article","venue":"ScholarsArchive  (Brigham Young University)","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Regina","keywords":"Software; Computer science; Business; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0002308697,0.0002631261,0.0002773553,0.0006644459,0.000505172,0.0003497927,0.001072062,0.0001347519,0.002480417],"category_scores_gemma":[0.00004508911,0.0002735241,0.0001310884,0.0006906258,0.0003099551,0.0005939238,0.0005809951,0.0006526248,0.001943014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538515,"about_ca_system_score_gemma":0.00004784783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009463233,"about_ca_topic_score_gemma":0.00007148315,"domain_scores_codex":[0.9973391,0.0005273556,0.0002207531,0.0008130699,0.0003831077,0.0007166349],"domain_scores_gemma":[0.9988447,0.0002334978,0.00008318916,0.0004657454,0.0000599198,0.0003129017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001525016,0.0007582481,0.868683,0.00003872103,0.0003864628,0.00506545,0.001100494,0.0001121325,0.01064093,0.05692087,0.01835141,0.03641728],"study_design_scores_gemma":[0.001593678,0.0002435309,0.7624421,0.00005944425,0.00004669845,0.0001409887,0.001581973,0.000007888848,0.0001411155,0.000742142,0.2324392,0.0005612967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6744416,0.0001641371,0.007456677,0.0001093688,0.000623833,0.0006842213,0.0002745259,0.0001455598,0.3161001],"genre_scores_gemma":[0.9538798,0.00001126554,0.0005130055,0.0001604359,0.0002025351,0.000006732265,0.00009554358,0.00003078748,0.04509989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2794382,"threshold_uncertainty_score":0.9999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03384125714698796,"score_gpt":0.29822781976443,"score_spread":0.264386562617442,"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."}}