{"id":"W4205595491","doi":"10.4095/292903","title":"Canadian Geomatics Community Strategy \"White Paper\" and Scenarios","year":2013,"lang":"en","type":"report","venue":"","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geomatics; White (mutation); White paper; Geography; Computer science; Data science; Remote sensing; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006933762,0.0002362009,0.0004084017,0.0001455673,0.0004630568,0.0002030137,0.000277431,0.0003739154,0.02696404],"category_scores_gemma":[0.0001053957,0.0001593753,0.00008453002,0.000127233,0.00007066882,0.00008640932,0.0000176034,0.0007525661,0.0006052981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001548602,"about_ca_system_score_gemma":0.0007661538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900357,"about_ca_topic_score_gemma":0.9921927,"domain_scores_codex":[0.9985499,0.0001613805,0.0003171434,0.0002165874,0.0003473055,0.0004076717],"domain_scores_gemma":[0.9987317,0.00009870946,0.00009954638,0.000362974,0.0001761683,0.0005309583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001645132,0.00002098349,0.722459,0.0002211732,0.0002027592,0.00003900483,0.0001957534,0.02790984,2.122514e-7,0.000009386461,0.05832618,0.1906141],"study_design_scores_gemma":[0.0001342568,0.0002313108,0.7044438,0.0001202501,0.0002747645,0.0001128158,0.001447062,0.1600737,1.735493e-7,0.002094991,0.1300859,0.0009810146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1753744,0.002047856,0.00004939488,0.0009657181,0.0002771857,0.0002082302,0.0003389327,0.00008204312,0.8206562],"genre_scores_gemma":[0.9682473,0.001426366,0.0004488465,0.0004528981,0.000112,8.469941e-7,0.001179456,0.000003999353,0.02812828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7928728,"threshold_uncertainty_score":0.9739255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527528543062906,"score_gpt":0.2357642886976346,"score_spread":0.183011434391344,"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."}}