{"id":"W2890141739","doi":"10.5194/isprs-annals-iv-4-1-2018","title":"PREFACE – ISPRS TECHNICAL COMMISSION IV MIDTERM SYMPOSIUM 2018","year":2018,"lang":"en","type":"article","venue":"ISPRS annals of the photogrammetry, remote sensing and spatial information sciences","topic":"COVID-19, Geopolitics, Technology, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Commission; Library science; Political science; Regional science; Engineering; Sociology; Computer science; Law","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":[0.003336852,0.001318979,0.0008641396,0.003894035,0.001999615,0.006005835,0.002117421,0.002512886,0.2551433],"category_scores_gemma":[0.006958723,0.0005517821,0.0008046604,0.002195921,0.0005706893,0.00408093,0.002407307,0.003056545,0.2614547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002087399,"about_ca_system_score_gemma":0.003177284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006481255,"about_ca_topic_score_gemma":0.007634067,"domain_scores_codex":[0.998192,0.0002215099,0.0001174909,0.0002113487,0.001094959,0.0001627477],"domain_scores_gemma":[0.9876606,0.0006128054,0.0003921544,0.001284655,0.008969056,0.001080645],"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":[0.00004506449,0.00004201014,0.00009647447,0.0001006993,0.00000275964,0.00002475211,0.00002261244,0.0001536651,0.000519998,0.0006286026,0.9703523,0.02801111],"study_design_scores_gemma":[0.000009397826,0.00003360651,0.0007803296,0.0001454553,0.000002817942,0.00002076411,0.00006509321,0.0002045643,0.0005386745,0.001165125,0.9970253,0.000008891898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.004938817,0.009603509,0.03367729,0.04427201,0.2305996,0.00277255,0.04465879,0.009733764,0.6197436],"genre_scores_gemma":[0.0148685,0.005748931,0.009919366,0.002928897,0.03566124,0.001019718,0.03559216,0.003987515,0.8902736],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.2551433,"threshold_uncertainty_score":0.8535392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07607170816394984,"score_gpt":0.3791158824547093,"score_spread":0.3030441742907595,"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."}}