{"id":"W3137434258","doi":"10.1111/cobi.13707","title":"Invasion Culturomics and iEcology","year":2021,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science; Content (measure theory); Information retrieval; Geography; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001291578,0.0000514396,0.00008081099,0.00002910505,0.00007929017,0.000009275142,0.00004758167,0.0001203152,0.001246435],"category_scores_gemma":[0.0001215584,0.00004530522,0.00001219514,0.000117874,0.000104171,0.0000403316,0.00002619986,0.00006428963,0.0002011274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008693907,"about_ca_system_score_gemma":0.00005859699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008653026,"about_ca_topic_score_gemma":0.0001289594,"domain_scores_codex":[0.9994148,0.00011489,0.000115282,0.00021601,0.00001833946,0.0001206601],"domain_scores_gemma":[0.9995825,0.0001633286,0.00004909774,0.00009356362,0.00007516168,0.0000363067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002666435,0.00005490457,0.6344243,0.000003737171,0.00001246367,0.000008434936,0.0007873295,1.088388e-7,0.04195564,0.2685461,0.04503619,0.009144164],"study_design_scores_gemma":[0.0002321989,0.00007898963,0.7207744,0.000002601472,0.000006638358,0.0001632759,0.0007781767,0.00006170475,0.0004980395,0.00467248,0.2726415,0.00008994657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806657,0.0002490524,0.0007464375,0.008364758,0.001039395,0.00005081255,0.000008066406,0.00002449446,0.008851256],"genre_scores_gemma":[0.9885945,0.00008874591,0.001119198,0.005916229,0.0001076774,0.00001418708,0.0001696731,0.000003244895,0.003986498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638736,"threshold_uncertainty_score":0.9996666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07652945701127487,"score_gpt":0.3366626150832568,"score_spread":0.2601331580719819,"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."}}