{"id":"W7098960751","doi":"","title":"Director, UNESCO – Learning Without Frontiers coordination unit","year":2011,"lang":"en","type":"article","venue":"","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Underdevelopment; Unit (ring theory); Intervention (counseling); Conceptual framework; Active learning (machine learning)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008207863,0.0000643188,0.00007062257,0.000005756926,0.0001134876,0.00001448019,0.00009721077,0.00004743558,0.0006070592],"category_scores_gemma":[0.00001452968,0.00002223725,0.00002663824,0.0001159445,0.00002256893,0.0000469564,0.00001885261,0.00006254575,0.00004902873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004348944,"about_ca_system_score_gemma":0.000002324693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002674655,"about_ca_topic_score_gemma":0.0002651641,"domain_scores_codex":[0.9995868,0.00004357838,0.0000723577,0.0001126183,0.00005922899,0.0001254758],"domain_scores_gemma":[0.9998479,0.00002711413,0.0000333474,0.000016797,0.00002526851,0.00004958758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002313406,0.00004908298,0.8289701,0.000001105425,0.00001169968,0.000001617832,0.00007264823,0.000002030894,0.05008209,0.0005405197,0.00143968,0.1188063],"study_design_scores_gemma":[0.00009583578,0.0001619399,0.6414263,0.000004793304,0.000009956131,0.000003203764,0.0003269984,0.0002434881,0.01366693,0.0003546273,0.3435216,0.0001843148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500735,0.00007052735,0.0001400529,0.00006512161,0.0001239639,0.00006141233,0.000004191066,0.00007516923,0.04938608],"genre_scores_gemma":[0.9951175,0.00002624127,0.0007093447,0.00006056128,0.00006469083,0.000003790612,0.00002800106,2.902611e-7,0.00398959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3420819,"threshold_uncertainty_score":0.6646873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04679639142559543,"score_gpt":0.195837230989783,"score_spread":0.1490408395641875,"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."}}