{"id":"W6961065403","doi":"10.14288/1.0134403","title":"Land Use : Burnaby","year":2014,"lang":"en","type":"other","venue":"Open Collections","topic":"Geometric Analysis and Curvature Flows","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Land use; Land-use planning; Deforestation (computer science); Recreational use; Agricultural land","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001867987,0.0001945266,0.0004700586,0.0002823385,0.0005422142,0.001677236,0.0003958569,0.0002563907,0.03781286],"category_scores_gemma":[0.000380135,0.0001600533,0.0001422271,0.00170835,0.00001933058,0.00006142782,0.0001496381,0.0002159798,0.0002157208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003709644,"about_ca_system_score_gemma":0.00006292015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01217848,"about_ca_topic_score_gemma":0.02416806,"domain_scores_codex":[0.9990966,0.00006956117,0.0002016622,0.0002735297,0.000184227,0.0001744529],"domain_scores_gemma":[0.9989255,0.0001916859,0.0002144744,0.000532797,0.00005754412,0.00007796282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000190127,0.00007074678,0.00002496795,0.00001443331,0.0002150076,0.000001845567,0.000006915589,0.00000104488,1.213411e-7,0.0006099187,0.9989364,0.000116693],"study_design_scores_gemma":[0.0002457349,0.00002230073,0.000007823625,0.00006202188,0.0002333713,0.000006238353,0.00001357705,0.00003810655,5.34239e-7,0.004303498,0.9948658,0.0002009306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001035721,0.0000742793,0.004052706,0.00005005341,0.0003092191,0.0004418972,0.00005950484,0.00009572156,0.9949156],"genre_scores_gemma":[0.00001701246,0.00006489826,0.005863055,0.00006971857,0.0003360775,0.00008044099,0.00002860717,0.0002436417,0.9932966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03759714,"threshold_uncertainty_score":0.9993591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04399391092643581,"score_gpt":0.2985195983780766,"score_spread":0.2545256874516407,"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."}}