{"id":"W4230375205","doi":"10.21432/t26106","title":"Review: A Critical Look at CJEC, Vol. 15. No.1","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Mathematics education; Psychology; Management science; Computer science; Pedagogy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003978486,0.0000512879,0.0001647947,0.0001312695,0.003107565,0.0000613425,0.0001804217,0.0001126896,0.0002835558],"category_scores_gemma":[0.007667463,0.00004360442,0.00004119534,0.00007256711,0.001390937,0.00008537426,0.0000325769,0.0003334947,0.00002849099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008137777,"about_ca_system_score_gemma":0.0004373351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003863914,"about_ca_topic_score_gemma":0.07670065,"domain_scores_codex":[0.9994164,0.00004730474,0.0001397773,0.00007707818,0.00007485953,0.0002446388],"domain_scores_gemma":[0.9989666,0.00005343559,0.0001364218,0.00009634448,0.0004879239,0.0002592424],"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":[0.00001329952,0.00002038889,0.3404255,0.0002587377,0.0001552688,0.001251297,0.00345338,0.000002294723,0.00005756527,0.1376601,0.4283785,0.08832368],"study_design_scores_gemma":[0.00008408495,0.00006743377,0.0007389922,0.0002828542,0.00002474566,0.00007364151,0.0009640899,0.0000024152,0.000002440505,0.0009666886,0.9967364,0.00005620924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.133276,0.2621939,0.00004214706,0.4527168,0.003305711,0.0002468404,0.000007244457,0.00006858515,0.1481427],"genre_scores_gemma":[0.9843094,0.007752857,0.0001297149,0.0001542717,0.0003364352,0.000001204501,2.019147e-7,0.000005486629,0.007310442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8510334,"threshold_uncertainty_score":0.9981902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442846234151068,"score_gpt":0.3152656407250138,"score_spread":0.3008371783835032,"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."}}