{"id":"W3049056823","doi":"","title":"Capacity needs assessments - A trainers' manual","year":2019,"lang":"en","type":"book","venue":"Agritrop (Cirad)","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0001768976,0.0003770519,0.0004257959,0.00006668315,0.000256185,0.0001117984,0.0005059927,0.0003203548,0.001616279],"category_scores_gemma":[0.00003968055,0.0001594683,0.0002060953,0.0003898292,0.0001145425,0.0001800577,0.0001722613,0.0004532538,0.001340538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834623,"about_ca_system_score_gemma":0.0001119173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002449971,"about_ca_topic_score_gemma":0.0001317824,"domain_scores_codex":[0.998205,0.00004823297,0.0003593166,0.0004477074,0.0005554739,0.0003842701],"domain_scores_gemma":[0.9989937,0.0002507389,0.0002525214,0.0001266737,0.000293292,0.00008310396],"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":[0.00001469445,0.0002198356,0.0007695644,0.00004436808,0.0002887966,0.000005424086,0.0001599001,0.000001264002,0.004740873,0.06439378,0.9144179,0.01494365],"study_design_scores_gemma":[0.0001314571,0.0001996825,0.02685677,0.0000700149,0.00006955369,0.000006835193,0.0005283426,0.000002979908,0.00001960854,0.004174546,0.9674627,0.0004774956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07492872,0.000193059,0.00000208578,0.002541213,0.001764723,0.0007564125,0.0008031604,0.0001443717,0.9188663],"genre_scores_gemma":[0.03866085,0.00004463762,0.0002020547,0.0008300067,0.001957849,0.00008224903,0.001541228,0.000004296082,0.9566768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06021924,"threshold_uncertainty_score":0.999437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06032993780578078,"score_gpt":0.2694546169838037,"score_spread":0.209124679178023,"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."}}