{"id":"W2132364077","doi":"10.26522/brocked.v21i2.273","title":"Experiences That Lead to Growth for Educators and Learners","year":2012,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"SPARK (programming language); Curriculum; Pedagogy; Psychology; Lead (geology); Mathematics education; Sociology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004236462,0.0000877226,0.00009485605,0.0001394471,0.0008543163,0.0001715815,0.0001427637,0.00004599078,0.00021504],"category_scores_gemma":[0.000912254,0.00008055443,0.00004436966,0.0001816076,0.0001138083,0.0004665325,0.00001174365,0.0001186873,0.00002952976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001231601,"about_ca_system_score_gemma":0.0008669376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031535,"about_ca_topic_score_gemma":0.00004999536,"domain_scores_codex":[0.9990471,0.0001260014,0.0001367133,0.0001156221,0.0002112084,0.0003633772],"domain_scores_gemma":[0.9990118,0.0001134478,0.00009319577,0.00005697833,0.0001529387,0.0005716395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005097986,0.0001124792,0.07912339,0.000005883995,0.000008828099,7.472435e-9,0.7762135,6.830241e-8,0.00001364623,0.001795245,0.1284477,0.01427423],"study_design_scores_gemma":[0.00004836675,0.00001491211,0.0183394,0.00001078672,0.000007725519,0.00000584159,0.7244851,4.155883e-8,0.00005260223,0.0002164475,0.2567331,0.00008571316],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8907614,0.00251972,0.000419272,0.09555881,0.006596477,0.0003019343,5.301317e-7,0.00003481028,0.003807023],"genre_scores_gemma":[0.9858677,0.00012525,0.001737313,0.002022065,0.002913815,0.0001317249,8.072406e-7,0.000009381773,0.007191903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282854,"threshold_uncertainty_score":0.6570796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.134511617201096,"score_gpt":0.4170610939119531,"score_spread":0.2825494767108571,"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."}}