{"id":"W2226935442","doi":"10.21810/sfuer.v6i.362","title":"Learning Together 2013 Keynote: Randall Martin","year":2013,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual arts; Computer science; Art; Media studies; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00313649,0.0009745,0.000640856,0.0009956107,0.002269296,0.003102743,0.001297659,0.005113149,0.1072653],"category_scores_gemma":[0.004207305,0.0003925981,0.0008110629,0.0005756987,0.000711632,0.003305582,0.002525232,0.007771306,0.05788573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004767155,"about_ca_system_score_gemma":0.00455577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008027053,"about_ca_topic_score_gemma":0.01550596,"domain_scores_codex":[0.9981878,0.0003014122,0.00005582753,0.0002467746,0.0008383895,0.0003696945],"domain_scores_gemma":[0.9980567,0.0001763945,0.00008595878,0.00005190906,0.0007580691,0.0008709601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002114862,0.00001513592,0.00001507251,0.00005427157,0.00000224579,0.00001910411,0.00001852627,0.0000117314,0.00005388066,0.001409986,0.9855875,0.01279141],"study_design_scores_gemma":[0.000005326782,0.00001810204,0.0001049434,0.0001069032,0.000003003645,0.00002899721,0.00004881895,0.00000692602,0.00008498755,0.0002351557,0.9993528,0.000004127296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001011142,0.1505335,0.001430514,0.3856539,0.2537679,0.0002820982,0.0005406892,0.0004249627,0.2063553],"genre_scores_gemma":[0.009460571,0.04344126,0.0006699126,0.06060669,0.01859241,0.0001799644,0.0003042003,0.0001884092,0.8665565],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1072653,"threshold_uncertainty_score":0.3588384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573985612058962,"score_gpt":0.3228099181883384,"score_spread":0.2970700620677488,"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."}}