{"id":"W4304787379","doi":"10.1080/15575330.2022.2131861","title":"Asset mapping 2.0; contextual, iterative, and virtual mapping for community development","year":2022,"lang":"en","type":"article","venue":"Community Development","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Memorial University of Newfoundland","funders":"","keywords":"Asset (computer security); Computer science; Futures contract; Knowledge management; Business; Finance; Computer security","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005611879,0.0004242245,0.0004945222,0.0006217303,0.01263096,0.0002464881,0.001109946,0.0001452253,0.0001167076],"category_scores_gemma":[0.0003707899,0.0004805334,0.00006085073,0.0009104586,0.0003020506,0.0005121031,0.004451361,0.002002199,0.00002944781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005447868,"about_ca_system_score_gemma":0.0002680617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001300995,"about_ca_topic_score_gemma":0.0001471297,"domain_scores_codex":[0.9974825,0.0004012762,0.00080829,0.0003043976,0.0003988934,0.0006046669],"domain_scores_gemma":[0.9982718,0.0004354267,0.0004226068,0.0005045777,0.0003387287,0.00002683148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000369145,0.003437819,0.05616622,0.001679734,0.001628771,0.00002464131,0.2077086,0.00006148281,0.002657139,0.3178988,0.02838011,0.3799876],"study_design_scores_gemma":[0.001744761,0.00005130668,0.1309258,0.0001065577,0.00001675502,0.000007336951,0.108762,0.0001875079,0.0006723775,0.004372476,0.7521302,0.001022953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748182,0.0000754051,0.01736915,0.0007085129,0.0004691381,0.001047838,0.00001110169,0.0003521263,0.005148509],"genre_scores_gemma":[0.9717869,0.000002929452,0.02155292,0.004152748,0.00007881871,0.00120614,0.0005794585,0.00004971158,0.0005903354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7237501,"threshold_uncertainty_score":0.9997646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09110591740826463,"score_gpt":0.2661069789210977,"score_spread":0.1750010615128331,"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."}}