{"id":"W63258048","doi":"","title":"Developing a Service Industry to Support the Sahana Disaster Management System","year":2010,"lang":"en","type":"article","venue":"The open source business resource","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Service (business); Emergency management; Computer science; Computer security; Marketing; Economic growth; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004366229,0.0003590233,0.0004187984,0.0001879534,0.004593731,0.0005207583,0.004339303,0.0002877965,0.0008456138],"category_scores_gemma":[0.0001736426,0.0001998525,0.00006512443,0.002587467,0.0002564369,0.0002377614,0.009050207,0.001537927,0.005085487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002627788,"about_ca_system_score_gemma":0.0003472951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573462,"about_ca_topic_score_gemma":0.003000117,"domain_scores_codex":[0.9954102,0.0007152827,0.000674411,0.0007649912,0.001153807,0.001281311],"domain_scores_gemma":[0.9961463,0.0005854306,0.0002930638,0.00194676,0.0007496576,0.0002787459],"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":[0.0005273545,0.0001724351,0.020285,0.002905898,0.0005975056,0.0001481558,0.07686332,0.0006165002,0.0004392821,0.01180087,0.8324524,0.05319129],"study_design_scores_gemma":[0.0005223796,0.000009101517,0.03164868,0.0004047489,0.00004274241,0.000009348453,0.1016975,0.0001110376,0.000004425051,0.00002353444,0.8652732,0.0002533459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4952015,0.00003371375,0.005042566,0.07996862,0.003584193,0.01188197,0.00008289499,0.0005248869,0.4036797],"genre_scores_gemma":[0.6730449,0.000004873209,0.001099598,0.02154089,0.001083205,0.00214503,0.000039959,0.0001547114,0.3008868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1778434,"threshold_uncertainty_score":0.9989644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091585823935087,"score_gpt":0.4076341639273114,"score_spread":0.2984755815338027,"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."}}