{"id":"W4413654007","doi":"10.64628/aaj.nmwpvkqj3","title":"Africa needs to invest more in its water professionals","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Global Health Care Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Business; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003116321,0.0008526166,0.0005823855,0.001134546,0.002403334,0.005268471,0.000775428,0.004303264,0.09978648],"category_scores_gemma":[0.0122617,0.0002392428,0.000538874,0.001499226,0.001582355,0.007853154,0.003858901,0.003941764,0.01290396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00322093,"about_ca_system_score_gemma":0.01575171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007692699,"about_ca_topic_score_gemma":0.008842944,"domain_scores_codex":[0.9985662,0.0005137452,0.00003858269,0.00008957065,0.0001785851,0.0006134086],"domain_scores_gemma":[0.9901012,0.002450505,0.0005042235,0.000607892,0.002402481,0.003933684],"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":[0.0002478655,0.0002818341,0.004803347,0.001328942,0.00007402068,0.0004252325,0.001827894,0.0003570758,0.001757485,0.117698,0.6351973,0.236001],"study_design_scores_gemma":[0.00004226952,0.00005982331,0.001577872,0.0007217855,0.00002654003,0.0001133916,0.004587073,0.0001366979,0.0004167991,0.02200269,0.9703017,0.00001335515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01392912,0.008528353,0.002302977,0.8631081,0.02029769,0.00007899714,0.0006989878,0.0002212456,0.09083455],"genre_scores_gemma":[0.26828,0.02458423,0.02199012,0.3048781,0.01390538,0.0002831868,0.001324505,0.0006423127,0.3641121],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09978648,"threshold_uncertainty_score":0.3338191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466130798782063,"score_gpt":0.5037194535650934,"score_spread":0.3571063736868871,"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."}}