{"id":"W4322772582","doi":"10.3389/ffgc.2023.1092218","title":"Climate change and maple syrup: Producer observations, perceptions, knowledge, and adaptation strategies","year":2023,"lang":"en","type":"article","venue":"Frontiers in Forests and Global Change","topic":"Plant-Derived Bioactive Compounds","field":"Chemistry","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"National Institute of General Medical Sciences; Office of Experimental Program to Stimulate Competitive Research; U.S. Geological Survey; National Institutes of Health; National Science Foundation","keywords":"Climate change; Focus group; Livelihood; Traditional knowledge; Diversification (marketing strategy); Indigenous; Adaptation (eye); Business; Marketing; Environmental resource management; Agriculture; Geography; Political science; Psychology; Environmental science; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001291938,0.0001835815,0.000193766,0.00009123928,0.0001574035,0.0001090303,0.00007511124,0.0001248309,0.00001203901],"category_scores_gemma":[0.00002621547,0.0001782752,0.00001904075,0.0002559319,0.0001272156,0.000483273,0.000138371,0.000100859,0.000004600146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008824603,"about_ca_system_score_gemma":0.00001552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192152,"about_ca_topic_score_gemma":0.001826945,"domain_scores_codex":[0.9990118,0.00002193973,0.0001671138,0.0003677422,0.0001069426,0.00032451],"domain_scores_gemma":[0.9996526,0.00001837617,0.00006119747,0.0001301274,0.00004889417,0.00008885807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006653918,0.00004025535,0.9358426,0.0004222167,0.00002548132,0.00001534318,0.004124983,6.736495e-7,0.0002458912,0.001357133,0.006598761,0.05126011],"study_design_scores_gemma":[0.0005076437,0.00003516089,0.9756357,0.0001613351,0.00002435001,0.00001555641,0.00778002,0.006627813,0.00001828812,0.003225598,0.005721902,0.0002466259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906481,0.006625169,0.00003997618,0.0005482035,0.0002768945,0.0002532603,0.0004929285,0.0001172124,0.0009982452],"genre_scores_gemma":[0.9905333,0.007585318,0.0008944389,0.00005228912,0.0002645248,0.000189828,0.0003480189,0.000015135,0.0001171273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05101348,"threshold_uncertainty_score":0.7269853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08241445528699991,"score_gpt":0.2845809809414119,"score_spread":0.202166525654412,"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."}}