{"id":"W2389595782","doi":"10.1088/1755-1315/34/1/011001","title":"9<sup>th</sup>Symposium of the International Society for Digital Earth (ISDE)","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Earth (classical element); Physics; Mathematical physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003339704,0.000930001,0.001332971,0.002280958,0.001401438,0.007512611,0.001268215,0.002714217,0.09489908],"category_scores_gemma":[0.003202579,0.0002788284,0.0008511803,0.001686669,0.001162363,0.002817401,0.002312832,0.003244236,0.05161143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554868,"about_ca_system_score_gemma":0.002286357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004495056,"about_ca_topic_score_gemma":0.01217378,"domain_scores_codex":[0.9985937,0.0002082524,0.0001047923,0.0001259212,0.0007468991,0.000220417],"domain_scores_gemma":[0.9948672,0.0006307416,0.000191923,0.0003559702,0.003178995,0.000775168],"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":[0.0001221704,0.00003372056,0.0007123997,0.0002545521,0.00002322465,0.00009407,0.000058989,0.0001102003,0.0008868114,0.003954004,0.9237819,0.06996795],"study_design_scores_gemma":[0.000006877502,0.00003122145,0.001070542,0.0001294076,0.00002306215,0.00007538515,0.0001071988,0.0002210887,0.0009548344,0.000884925,0.996485,0.00001054764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.005179985,0.0425413,0.02028539,0.07898022,0.4311163,0.0002888547,0.007002708,0.002412481,0.4121928],"genre_scores_gemma":[0.03612112,0.02601847,0.01197045,0.01130748,0.05744282,0.0002962331,0.009172157,0.001931831,0.8457395],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09489908,"threshold_uncertainty_score":0.3174691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233423970580437,"score_gpt":0.2145981698185548,"score_spread":0.2022639301127505,"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."}}