{"id":"W4210466412","doi":"10.3390/agriculture12020160","title":"Evaluating the Effectiveness and Efficiency of Climate Information Communication in the African Agricultural Sector: A Systematic Analysis of Climate Services","year":2022,"lang":"en","type":"article","venue":"Agriculture","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Traditional knowledge; Participatory action research; Knowledge management; Environmental resource management; Indigenous; Citizen journalism; Service provider; Agriculture; Business; Mainstreaming; Public relations; Political science; Service (business); Economic growth; Marketing; Computer science; Geography; Ecology; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04804367,0.0008337089,0.002178455,0.01234192,0.001728734,0.004866182,0.0009973823,0.001258082,0.00208421],"category_scores_gemma":[0.145314,0.0008510298,0.003062678,0.01278831,0.002848055,0.005984629,0.003484264,0.001598629,0.0001363271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006371725,"about_ca_system_score_gemma":0.03067148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01278488,"about_ca_topic_score_gemma":0.0328,"domain_scores_codex":[0.9550914,0.0274345,0.008387187,0.001598637,0.006254756,0.001233541],"domain_scores_gemma":[0.8224692,0.1483876,0.01501478,0.002051583,0.01109529,0.0009816628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003823152,0.0001668942,0.02779293,0.5160896,0.003684105,0.0006037171,0.06571816,0.0005029652,0.001259029,0.003923706,0.001438877,0.3784377],"study_design_scores_gemma":[0.0001443325,0.0008898466,0.05711022,0.7889062,0.01284232,0.0007792002,0.07889023,0.0006845868,0.002271337,0.002195559,0.05513691,0.0001492078],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.213495,0.7686308,0.003094769,0.004596752,0.0002989062,0.003364236,0.001356582,0.00002596486,0.005137041],"genre_scores_gemma":[0.6173093,0.3696998,0.008550895,0.00123051,0.00008852991,0.002382521,0.0003809707,0.0000282249,0.0003292981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04804367,"threshold_uncertainty_score":0.2540823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02512545233693076,"score_gpt":0.2756127617272488,"score_spread":0.250487309390318,"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."}}