{"id":"W4387992219","doi":"10.1108/978-1-80117-400-820231011","title":"The Individual as a Connected Learner","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001736329,0.0001188059,0.0001086763,0.00008597843,0.00151707,0.0003606458,0.0003460358,0.0002283923,0.01160819],"category_scores_gemma":[0.002310802,0.0000822157,0.0000562333,0.000116027,0.0004528574,0.000093182,0.0000532701,0.0006307419,0.01079031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004244319,"about_ca_system_score_gemma":0.0009501597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008881856,"about_ca_topic_score_gemma":0.002120926,"domain_scores_codex":[0.9987199,0.0001523447,0.0001703949,0.0001910014,0.0005520306,0.0002143865],"domain_scores_gemma":[0.9975685,0.001692786,0.0002403634,0.0001537332,0.0002904377,0.00005419544],"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":[0.000003296012,0.000002559261,0.000007378907,0.000001014873,0.00005198622,0.000001468523,0.006807087,9.943823e-8,1.580432e-7,0.8711697,0.1134609,0.008494362],"study_design_scores_gemma":[0.00003854373,0.00001615522,0.0000952515,0.00001316432,0.00001643395,3.594234e-7,0.009381671,1.811227e-7,5.758197e-7,0.02628273,0.9640307,0.0001242539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002736625,0.00005365951,0.000002127716,0.02855543,0.001431634,0.0001652012,0.00000232346,0.0002299983,0.9695323],"genre_scores_gemma":[0.001682755,0.0003096522,0.00002103552,0.001132149,0.0007817845,0.000009737666,0.00002215868,0.00002963442,0.9960111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8505698,"threshold_uncertainty_score":0.9997828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1975696812681816,"score_gpt":0.4199254182287419,"score_spread":0.2223557369605602,"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."}}