{"id":"W2568865248","doi":"10.5840/techne2005917","title":"The Technical Codes of Online Education","year":2005,"lang":"en","type":"article","venue":"Techné Research in Philosophy and Technology","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001185078,0.00007899007,0.0001182826,0.0008697526,0.0002108384,0.00003517203,0.001332984,0.0001967011,0.000002191105],"category_scores_gemma":[0.000509088,0.00006151041,0.00001640889,0.002320523,0.0011534,0.0002016042,0.0004880306,0.0006459785,0.00001422458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008935873,"about_ca_system_score_gemma":0.0002966679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003622306,"about_ca_topic_score_gemma":0.0001589252,"domain_scores_codex":[0.9986992,0.00007674879,0.0003215499,0.0002966052,0.0002900589,0.0003157609],"domain_scores_gemma":[0.9985016,0.0003588358,0.0000628273,0.0007359198,0.0003019346,0.00003885873],"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":[0.00000285674,0.0001982375,0.0004032278,0.000005095359,0.000001211442,4.116224e-7,0.00003054511,0.000001288338,0.002305649,0.6455795,0.0001673307,0.3513047],"study_design_scores_gemma":[0.00003347558,0.0001283255,0.0002590163,0.0000483344,6.607175e-7,0.00001908166,0.0001820496,0.001080293,0.02708946,0.9613771,0.009717564,0.00006458038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2975625,0.007029853,0.01194389,0.6633923,0.0003983948,0.001545658,0.000007961496,0.0008703789,0.01724909],"genre_scores_gemma":[0.9824594,0.0005442859,0.01672424,0.00004016607,0.00008842471,0.0001020848,0.000001388348,0.000005542739,0.00003442145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.684897,"threshold_uncertainty_score":0.4249749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010029983095783,"score_gpt":0.4347790041738626,"score_spread":0.3337760058642842,"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."}}