{"id":"W4386600136","doi":"10.1016/j.crm.2023.100560","title":"The institutional support index: A pragmatic approach to assessing the effectiveness of institutions' climate risk management support-A case study of farming communities in Pakistan","year":2023,"lang":"en","type":"article","venue":"Climate Risk Management","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of Guelph","funders":"King Saud University","keywords":"Business; Agriculture; Environmental resource management; Climate change; Corporate governance; Risk management; Cropping; Service delivery framework; Psychological resilience; Resilience (materials science); Environmental planning; Service (business); Marketing; Geography; Finance; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006526011,0.0003221516,0.0004269028,0.0001421135,0.001626161,0.0002522564,0.0007522072,0.00007091403,0.00002257773],"category_scores_gemma":[0.00005658192,0.0001168292,0.0001272369,0.001973733,0.0002554893,0.0002564702,0.00127352,0.0003235578,0.0000188653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869571,"about_ca_system_score_gemma":0.00001157126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00228465,"about_ca_topic_score_gemma":0.005047018,"domain_scores_codex":[0.9960814,0.001362522,0.0008597763,0.0003738436,0.000620339,0.0007020894],"domain_scores_gemma":[0.9977878,0.001100783,0.0005284216,0.0003770152,0.0001105153,0.00009551455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000747164,0.007558838,0.6986453,0.00495401,0.001297289,0.002441714,0.02334262,0.04920272,0.0003383532,0.02903898,0.0005232753,0.1819097],"study_design_scores_gemma":[0.0008808906,0.0003570413,0.6322677,0.0002842493,0.000226058,0.00007580705,0.3623217,0.0008746798,0.00001259356,0.0002549754,0.002167451,0.0002767718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872001,0.00005148322,0.0000360737,0.00006634509,0.000155624,0.003299588,0.000355254,0.00009684637,0.008738665],"genre_scores_gemma":[0.9966717,0.00225933,0.0001037671,0.00003285185,0.00002523666,0.0006338917,0.0002490472,0.000004526199,0.00001959949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3389791,"threshold_uncertainty_score":0.9996736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293070078713458,"score_gpt":0.3387309341584702,"score_spread":0.2858002333713356,"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."}}