{"id":"W7124291769","doi":"10.32744/pse.2025.6.52","title":"Profiling British Columbia Offshore Schools: A Comparative Analysis of Inspection Reports","year":2025,"lang":"","type":"article","venue":"Perspectives of science and education","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Curriculum; Christian ministry; Certification; China; Corporate governance; Curriculum framework; Summative assessment; Nepali; Profiling (computer programming)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001408353,0.00009601044,0.000433097,0.0006664405,0.001190546,0.0004311735,0.0002410553,0.00007983108,0.00007490427],"category_scores_gemma":[0.001403566,0.0001550729,0.0001140295,0.01008971,0.00535557,0.0009706271,0.00005404504,0.0001532329,3.372703e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007753078,"about_ca_system_score_gemma":0.008285386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6162542,"about_ca_topic_score_gemma":0.4598948,"domain_scores_codex":[0.9978456,0.00008042819,0.0005043227,0.0006340286,0.0006392408,0.0002963562],"domain_scores_gemma":[0.9969259,0.00007024533,0.0006548254,0.0002529999,0.001937213,0.0001588366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004024854,0.001359327,0.5404607,0.0002194489,0.0008490578,0.000001989905,0.3511966,0.0001051674,0.004137396,0.05114453,0.02790057,0.02258504],"study_design_scores_gemma":[0.0000529002,0.00004869895,0.6216642,0.0002346228,0.0004064936,0.000002024802,0.3728125,0.0004039113,0.000482045,0.00272221,0.00104179,0.0001285947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691667,0.003608368,0.00001426851,0.001358732,0.0004809143,0.0003853487,0.0000587984,0.000009673405,0.02491721],"genre_scores_gemma":[0.9957426,0.00105774,0.0001888661,0.0000899679,0.00008106956,0.00001892833,0.000002624834,0.000002093567,0.002816063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563595,"threshold_uncertainty_score":0.9973513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541536185426268,"score_gpt":0.3379075958520391,"score_spread":0.3224922339977764,"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."}}