{"id":"W6939336614","doi":"10.6084/m9.figshare.17032772","title":"An overview of workflows for developing Geological Virtual Field Trips, limitations, and future implications: A case study from Peninsular Malaysia","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRIPS architecture; Field (mathematics); Workflow; Coronavirus disease 2019 (COVID-19); Virtual reality; Resource (disambiguation)","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":[0.00009712577,0.00007059261,0.0001292898,0.00004003915,0.0003026102,0.0000656516,0.0001147996,0.00009829603,0.0139313],"category_scores_gemma":[0.000879208,0.0000706416,0.00004982245,0.0002504216,0.00001003871,0.0001153168,0.00002822662,0.00006634223,0.00000948878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001097423,"about_ca_system_score_gemma":0.000293943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004680188,"about_ca_topic_score_gemma":0.003101445,"domain_scores_codex":[0.9992105,0.0001800942,0.0001740693,0.0002176915,0.00009379968,0.0001237895],"domain_scores_gemma":[0.998741,0.0006457368,0.00007804899,0.0001690353,0.0002904838,0.00007572171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007616251,0.001972164,0.1941589,0.0002412491,0.0003112567,0.0002776826,0.1596111,0.00002295588,0.00006287589,0.03217696,0.07730477,0.533784],"study_design_scores_gemma":[0.0006419837,0.0002518816,0.2384564,0.0001738078,0.00005628626,0.00003587336,0.230951,0.00004792711,0.00003681123,0.001781933,0.5272742,0.0002919239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560992,0.008824379,0.00004743382,0.008526233,0.0001971295,0.001177381,0.02455381,0.00006594269,0.0005085452],"genre_scores_gemma":[0.9859778,0.0002879732,0.002177755,0.0006253035,0.0003607431,0.0004252949,0.01008556,0.000005868386,0.00005376335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.533492,"threshold_uncertainty_score":0.9869701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.286120944734544,"score_gpt":0.4359275068111025,"score_spread":0.1498065620765586,"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."}}