{"id":"W2033759604","doi":"10.1016/j.foreco.2008.09.005","title":"An empirical model of crown shyness for lodgepole pine (Pinus contorta var. latifolia [Engl.] Critch.) in British Columbia","year":2008,"lang":"en","type":"article","venue":"Forest Ecology and Management","topic":"Forest ecology and management","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of British Columbia","funders":"Ministry of Forests, Lands and Natural Resource Operations","keywords":"Pinus contorta; Crown (dentistry); Forestry; Environmental science; Pinus <genus>; Biology; Botany; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003599971,0.0001435279,0.0003390817,0.00006033852,0.0002739462,0.00002549756,0.0002892148,0.0001677583,0.0005414247],"category_scores_gemma":[0.00002260393,0.0002077645,0.00005803832,0.0001412546,0.0005494517,0.0002204877,0.0003107402,0.0001053217,0.0000217444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009602903,"about_ca_system_score_gemma":0.00001400437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003829021,"about_ca_topic_score_gemma":0.4560436,"domain_scores_codex":[0.9984077,0.00005601368,0.0004060774,0.000523959,0.0001302266,0.0004760033],"domain_scores_gemma":[0.9994175,0.00004927174,0.0001107001,0.0002954912,0.00001427705,0.0001127276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009528698,0.0008788315,0.9312059,0.0001197761,0.00006439874,0.0001557146,0.0003155495,0.01748385,0.00001182216,0.004372178,0.04447477,0.0008219224],"study_design_scores_gemma":[0.001708327,0.000425086,0.948811,0.00001143592,0.00004785955,0.00001417781,0.00008920106,0.03246803,0.00000418396,0.01112472,0.005079332,0.0002166329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906946,0.00002887448,0.003965845,0.0002226082,0.0002009916,0.001204689,0.00003193057,0.00003880437,0.003611601],"genre_scores_gemma":[0.9907753,0.0001771288,0.00295597,0.0007437718,0.0000193905,0.0004112237,0.00004698204,0.00001809303,0.004852182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522146,"threshold_uncertainty_score":0.847239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407596400346849,"score_gpt":0.2406675106760913,"score_spread":0.2265915466726228,"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."}}