{"id":"W1493127880","doi":"10.25071/1916-4467.16867","title":"Research That Matters: Finding A Path with Heart","year":2004,"lang":"en","type":"article","venue":"Journal of the Canadian Association for Curriculum Studies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Curriculum; Path (computing); Work (physics); Sociology; Feature (linguistics); Epistemology; Pedagogy; Philosophy; Computer science; Linguistics; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.003403815,0.00006399494,0.0001869413,0.0001863122,0.002457089,0.00009618883,0.0002332052,0.00007064715,0.000006426407],"category_scores_gemma":[0.001799885,0.00004194752,0.0001234571,0.000415855,0.000156964,0.0001316842,0.00001187959,0.0003214392,0.000005944507],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008702672,"about_ca_system_score_gemma":0.002173725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07496544,"about_ca_topic_score_gemma":0.6609027,"domain_scores_codex":[0.998356,0.0002112277,0.0001745741,0.00008235148,0.0007398055,0.00043606],"domain_scores_gemma":[0.998135,0.0003488683,0.0003064354,0.00006592493,0.0009318534,0.0002119296],"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":[0.000008931052,0.00007023201,0.3119939,0.00002175214,0.0003060592,0.000004988035,0.1006505,0.0001005314,0.00000484713,0.01540381,0.5713414,0.00009304766],"study_design_scores_gemma":[0.0006182021,0.0001652311,0.01883233,0.0002341968,0.00007083941,0.000005143693,0.1965475,4.221727e-7,0.000007877099,0.006396105,0.776987,0.0001351408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3983532,0.001585343,0.00001096709,0.588388,0.004433467,0.0004980255,0.00002365954,0.0000192045,0.006688134],"genre_scores_gemma":[0.9958933,0.00006197662,0.0002692834,0.0009111848,0.0006612381,0.000009530833,2.460037e-7,0.000008199498,0.002185024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5975401,"threshold_uncertainty_score":0.9988416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2043407298798211,"score_gpt":0.4394183200584963,"score_spread":0.2350775901786753,"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."}}