{"id":"W2890627390","doi":"10.4039/tce.2018.41","title":"Bionomics of the pine needle scale (Hemiptera: Diaspididae), an emerging pest in Christmas tree (Pinaceae) plantations in southern Québec, Canada","year":2018,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Research on scale insects","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Université Laval","keywords":"Diaspididae; Pinaceae; Hemiptera; PEST analysis; Scale insect; Biology; Bionomics; Coccidae; Botany; Forestry; Geography; Homoptera; Pinus <genus>","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":[0.0004084631,0.0001179515,0.0001501774,0.0000415547,0.0002773873,0.0000424261,0.0007850918,0.00006823672,0.0002156326],"category_scores_gemma":[0.0001387512,0.00004374012,0.00003810483,0.000617125,0.0004601135,0.00006338998,0.00006566354,0.0002026215,0.00001313476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000605784,"about_ca_system_score_gemma":0.0007624881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997247,"about_ca_topic_score_gemma":0.9999992,"domain_scores_codex":[0.9986861,0.0001881804,0.0002536038,0.0002167848,0.0001949144,0.0004603851],"domain_scores_gemma":[0.9993368,0.000143095,0.00008633075,0.0001751178,0.00005913663,0.0001994648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005822714,0.00008825106,0.9526427,0.000008588703,0.00001770697,0.00004444698,0.004226319,0.000123831,0.01492584,0.0002404192,0.003964401,0.02365926],"study_design_scores_gemma":[0.0001466651,0.0000911739,0.9887832,0.00002145543,0.000003630669,0.000009342842,0.002933132,0.0002816824,0.001387162,0.0001269453,0.006077537,0.0001380337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841459,0.0001115235,1.839491e-7,0.01344411,0.0001091751,0.0002337945,0.0001674682,0.000007484565,0.001780382],"genre_scores_gemma":[0.9988577,0.00001138407,0.000006811065,0.0005570882,0.0001214589,0.00001773128,0.00002435751,0.000001772028,0.0004016709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03614053,"threshold_uncertainty_score":0.2361026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853558120497511,"score_gpt":0.2459506660525359,"score_spread":0.2174150848475608,"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."}}