{"id":"W1560007169","doi":"10.26522/brocked.v19i2.131","title":"Teachers as Bridges: Educating for a Better Tomorrow","year":2010,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vitality; Pedagogy; Professional development; Sociology; Bridge (graph theory); Psychology; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002627576,0.0001243578,0.00009810845,0.0002056686,0.0005265397,0.0004538811,0.000685354,0.00006901712,0.0001768651],"category_scores_gemma":[0.0005798934,0.0001204885,0.00008968136,0.0002729693,0.00002263815,0.0007808346,0.0000416223,0.0004771297,0.00007298616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007253332,"about_ca_system_score_gemma":0.00273277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389245,"about_ca_topic_score_gemma":0.00001228772,"domain_scores_codex":[0.9989498,0.00002746715,0.0002970377,0.0002420037,0.0002225236,0.0002611532],"domain_scores_gemma":[0.9983379,0.0001299935,0.0002368264,0.0003332102,0.0007113972,0.0002506776],"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":[0.000003453616,0.0006831949,0.003407265,0.00002002471,0.00003201798,3.112836e-7,0.006936934,0.00001243739,0.007318524,0.1646845,0.5673811,0.2495202],"study_design_scores_gemma":[0.0004108687,0.0001406388,0.03129993,0.00006228824,0.00001786685,0.001492539,0.006483343,0.0005041416,0.001427052,0.0587695,0.8989198,0.0004720642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7243029,0.0002676939,0.1023933,0.1490169,0.01534637,0.000391405,0.00000295494,0.0001016828,0.008176699],"genre_scores_gemma":[0.7277245,0.00002141171,0.246858,0.008857197,0.00645556,0.0001811768,0.00001866033,0.0000288155,0.009854625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3315386,"threshold_uncertainty_score":0.4913379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138896114903952,"score_gpt":0.3199024726431667,"score_spread":0.2985135114941271,"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."}}