{"id":"W2149171537","doi":"10.5558/tfc85025-1","title":"Forestry and landslides: What's acceptable in BC?","year":2009,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landslide; Scrutiny; Forestry; Government (linguistics); Environmental resource management; Geography; Business; Environmental science; Engineering; Political science; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001124238,0.0001179484,0.0001381424,0.00002551952,0.0000887134,0.00008744918,0.0001378713,0.00005265679,0.0000304706],"category_scores_gemma":[0.00001327609,0.00008537129,0.00002951723,0.000121912,0.00005326279,0.000368875,0.00003457936,0.0001637878,0.00001440685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000607799,"about_ca_system_score_gemma":0.00001259232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006380542,"about_ca_topic_score_gemma":0.003250696,"domain_scores_codex":[0.999358,0.00001126779,0.000139372,0.0001185614,0.00008019712,0.0002926271],"domain_scores_gemma":[0.9996637,0.00005129295,0.00001143032,0.000228306,0.000007142622,0.00003815318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001014288,0.0001884495,0.6694642,0.0002941395,0.0001178631,0.00004713173,0.007916609,0.04649811,0.001010857,0.004245107,0.009410387,0.2607057],"study_design_scores_gemma":[0.0006820406,0.00007508862,0.9779483,0.00005956576,0.00001048185,0.000008356036,0.001200006,0.008975882,0.0007042016,0.006562971,0.003584221,0.000188889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98987,0.007337923,0.00003858744,0.0006030678,0.0001000461,0.0001201544,0.00000194006,0.0001279161,0.001800391],"genre_scores_gemma":[0.999342,0.0004103332,0.00003974061,0.00003259578,0.00007954732,0.00001004745,0.000002081812,0.00001038782,0.00007326787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3084841,"threshold_uncertainty_score":0.348134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150233181930773,"score_gpt":0.2285344652797358,"score_spread":0.217032133460428,"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."}}