{"id":"W2784749172","doi":"10.33524/cjar.v18i3.351","title":"NOT A NOVICE NOW: A WIKI JOURNEY","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Social constructivism; Active learning (machine learning); Constructivist teaching methods; Mathematics education; Psychology; Pedagogy; Discovery learning; Computer science; Teaching method","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006613833,0.00003949027,0.00006311858,0.000400639,0.002833146,0.0005005865,0.00044787,0.00006806857,0.001943444],"category_scores_gemma":[0.001667337,0.00003003103,0.00003382884,0.001154446,0.0008234769,0.0003563583,0.000007241375,0.0005022008,0.0003259444],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007974285,"about_ca_system_score_gemma":0.01253155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07860833,"about_ca_topic_score_gemma":0.899372,"domain_scores_codex":[0.9978387,0.0007883902,0.0001828499,0.00006466329,0.0007921559,0.0003332204],"domain_scores_gemma":[0.9954392,0.0001982313,0.0001172464,0.0001345408,0.003601127,0.0005096032],"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":[0.0001520905,0.00005574019,0.00268235,0.000007135637,0.00006100456,0.00001999284,0.1136467,0.00001634307,0.001373345,0.07580896,0.7596437,0.04653257],"study_design_scores_gemma":[0.00009946124,0.00008763586,0.00432311,0.00001473964,0.000003940446,0.00001357774,0.02235831,0.0000127059,0.0004904846,0.001902841,0.9706555,0.00003769437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5670626,0.00009838164,0.00008459887,0.2668585,0.002942316,0.0002344263,0.000003524015,0.000008450462,0.1627072],"genre_scores_gemma":[0.9865922,0.00005265944,0.00007707137,0.0007077826,0.003203433,0.000002519308,2.360324e-7,0.000005583026,0.00935856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8207637,"threshold_uncertainty_score":0.9989689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2577344667229474,"score_gpt":0.5111250143695163,"score_spread":0.2533905476465689,"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."}}