{"id":"W82563322","doi":"","title":"Geospatial: An Open Source Microcosm","year":2009,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Microcosm; Geospatial analysis; Open source; Environmental science; Geography; Computer science; Remote sensing; Chemistry; Environmental chemistry; Operating system; Software","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00396425,0.0007198073,0.0007240864,0.003996406,0.001441745,0.005075728,0.003271082,0.0009739524,0.02387101],"category_scores_gemma":[0.01163956,0.001096727,0.0008440426,0.003378014,0.002091545,0.009564321,0.007914514,0.002573567,0.006867758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009302116,"about_ca_system_score_gemma":0.00251704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006040071,"about_ca_topic_score_gemma":0.01067394,"domain_scores_codex":[0.9974986,0.0005475696,0.0001749351,0.0003868101,0.001202894,0.000189208],"domain_scores_gemma":[0.9907861,0.00299619,0.0003045834,0.003308616,0.0009644239,0.001640141],"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":[0.001238973,0.0006775715,0.006178379,0.0007622083,0.0001967184,0.001518623,0.004820821,0.006629982,0.03170669,0.1322499,0.4203733,0.3936469],"study_design_scores_gemma":[0.0003350776,0.0001603226,0.006454886,0.0002080838,0.00009692977,0.000978793,0.0008320776,0.03375344,0.01348973,0.05641636,0.8870347,0.0002396442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.0287281,0.0009144295,0.5254838,0.004597028,0.001010103,0.001572527,0.02204511,0.3219731,0.09367581],"genre_scores_gemma":[0.1383839,0.001273634,0.6928115,0.001293262,0.0004743727,0.001441088,0.03639051,0.07876969,0.049162],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02387101,"threshold_uncertainty_score":0.07985646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169766040203957,"score_gpt":0.3102191504975665,"score_spread":0.2785214900955269,"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."}}