{"id":"W4399773809","doi":"10.2139/ssrn.4869512","title":"Geodesic Learning","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Mathematics; Computer science","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":[0.0002975976,0.0008566782,0.000802368,0.001429494,0.0008078861,0.00197387,0.001016949,0.001461979,0.1184613],"category_scores_gemma":[0.002192477,0.0002882946,0.0007157453,0.0009412962,0.0008836275,0.001984733,0.002697415,0.00201193,0.04215855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006441643,"about_ca_system_score_gemma":0.0006793562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121549,"about_ca_topic_score_gemma":0.001180135,"domain_scores_codex":[0.9996641,0.00005700065,0.00001247054,0.0001076816,0.0001241871,0.00003458365],"domain_scores_gemma":[0.9995773,0.00009453821,0.00002799263,0.0001109742,0.0001056596,0.00008339142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002868221,0.00003114398,0.0001600884,0.00007002079,0.00001455408,0.00002943786,0.00005325336,0.003484796,0.0006275026,0.8680108,0.03430928,0.09318049],"study_design_scores_gemma":[0.00001540835,0.0000151037,0.0001491684,0.00002908772,0.000007281909,0.00006837071,0.0000302238,0.01501554,0.000592385,0.9028956,0.08117116,0.00001076431],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01442857,0.0009168453,0.3222354,0.00230751,0.001162197,0.0001011944,0.001882836,0.002537745,0.6544277],"genre_scores_gemma":[0.2367976,0.001677473,0.1189856,0.001211058,0.0007973614,0.0002772326,0.004413255,0.003977317,0.6318631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1184613,"threshold_uncertainty_score":0.3962926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836145409833384,"score_gpt":0.331604574486715,"score_spread":0.3132431203883811,"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."}}