{"id":"W4283745178","doi":"10.32747/2022.7807781.ch","title":"Seedlot Selection Tool Guidebook for USFS Region 6 Silviculturists","year":2022,"lang":"en","type":"report","venue":"","topic":"Seedling growth and survival studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Clair College","funders":"U.S. Forest Service; Smithsonian Conservation Biology Institute; U.S. Department of Agriculture","keywords":"Reforestation; Selection (genetic algorithm); Forestry; Environmental resource management; Environmental science; Geography; Agroforestry; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005544606,0.0007012235,0.0003737434,0.001309182,0.0004563875,0.0005278582,0.0008978038,0.0003274828,0.3180845],"category_scores_gemma":[0.001669713,0.000667098,0.0002551922,0.0008722404,0.0001003807,0.0005253237,0.0004603686,0.0005531779,0.1431295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003852037,"about_ca_system_score_gemma":0.001128477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01255424,"about_ca_topic_score_gemma":0.04575521,"domain_scores_codex":[0.9998274,0.00002290484,0.00001205685,0.00002069813,0.00009531387,0.00002154698],"domain_scores_gemma":[0.9990463,0.0003361925,0.00007063196,0.000083242,0.0003327319,0.000130889],"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":[0.00009721189,0.000110915,0.0009795453,0.00009322547,0.000002490663,0.0001171229,0.00008583796,0.0003223595,0.001683817,0.000529526,0.8864076,0.1095704],"study_design_scores_gemma":[0.00007000776,0.00008225755,0.005491523,0.00006714069,0.000004082712,0.0002032357,0.00006817849,0.0008179758,0.001661476,0.000471896,0.9910402,0.00002197828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0234634,0.001084124,0.09908452,0.001503893,0.0006561357,0.002908443,0.1895722,0.104518,0.5772093],"genre_scores_gemma":[0.02215855,0.001206493,0.1276915,0.001144458,0.0001291168,0.003204902,0.1224682,0.01694648,0.7050503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3180845,"threshold_uncertainty_score":0.9726697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05181130130605167,"score_gpt":0.2852099299784836,"score_spread":0.2333986286724319,"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."}}