{"id":"W4386327527","doi":"10.4324/9781003445678","title":"Learning on Location","year":2023,"lang":"en","type":"book","venue":"","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002020387,0.0005808151,0.0002563914,0.0005820855,0.001804609,0.004480472,0.000733912,0.001026093,0.05733782],"category_scores_gemma":[0.0008716127,0.0002057308,0.0003964344,0.0006531264,0.001762677,0.005748314,0.003243784,0.001772439,0.02207844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195194,"about_ca_system_score_gemma":0.001440172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386545,"about_ca_topic_score_gemma":0.00648406,"domain_scores_codex":[0.9997141,0.00006978249,0.000009819772,0.00005479997,0.0001129704,0.00003861389],"domain_scores_gemma":[0.9998049,0.00007009085,0.00001089547,0.00003339703,0.00003496912,0.00004582921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001259927,0.00002534951,0.0002712437,0.0001650154,0.000003969091,0.0001681257,0.005054198,0.0003760814,0.0006508846,0.3922983,0.3809739,0.2200002],"study_design_scores_gemma":[8.955151e-7,0.000005997644,0.00007000587,0.00007880083,8.903138e-7,0.000100308,0.000589404,0.00007007928,0.00008287613,0.01146179,0.987536,0.000002817553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001156212,0.002640964,0.008290765,0.003778458,0.001419883,0.00003596837,0.00009820389,0.0003792553,0.9822003],"genre_scores_gemma":[0.01710943,0.003572392,0.004899258,0.001868018,0.0003729891,0.00004330868,0.0001562651,0.0002268481,0.9717514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05733782,"threshold_uncertainty_score":0.1918141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06272603344386778,"score_gpt":0.3808112382189484,"score_spread":0.3180852047750806,"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."}}