{"id":"W3164813477","doi":"10.1080/07038992.2021.1925531","title":"Educating the Next Generation of Remote Sensing Specialists: Skills and Industry Needs in a Changing World","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Remote Sensing","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Government (linguistics); Dichotomy; Inclusion (mineral); Medical education; Career Pathways; Psychology; Pedagogy; Public relations; Political science; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001250149,0.00009069606,0.0001978231,0.001401991,0.0005014928,0.0002113122,0.0000803348,0.0001125953,0.00005090263],"category_scores_gemma":[0.0008046436,0.00008889419,0.0000700517,0.002060673,0.0001833569,0.0001571503,0.00001009288,0.0004794332,5.481645e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952314,"about_ca_system_score_gemma":0.003311883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06295684,"about_ca_topic_score_gemma":0.5714568,"domain_scores_codex":[0.9986357,0.0003343605,0.0003796717,0.0001035237,0.000195253,0.0003514594],"domain_scores_gemma":[0.9987192,0.0001367103,0.0003105921,0.0001216844,0.0003872678,0.000324564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000117329,0.000003009761,0.001490346,0.000008088981,0.00001549457,0.00007153377,0.07860345,0.00002450211,0.000703955,0.0003746572,0.0002457384,0.918458],"study_design_scores_gemma":[0.0007346928,0.0000379231,0.01453827,0.002424266,0.0001254566,0.001369809,0.5886974,0.007182368,0.003463876,0.003662611,0.377113,0.0006503155],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97518,0.0009262418,0.0007126131,0.01372884,0.001590926,0.00006966912,0.000001013025,0.000002837843,0.007787888],"genre_scores_gemma":[0.971386,0.00007748067,0.02464256,0.0009463086,0.00198197,2.12917e-9,0.000001499178,0.00001111858,0.0009530451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178078,"threshold_uncertainty_score":0.943283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06749839222785885,"score_gpt":0.3193255246460913,"score_spread":0.2518271324182325,"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."}}