{"id":"W40953660","doi":"10.5206/cie-eci.v31i2.9031","title":"Cross-National Indicators on Teachers and the Condition of Teaching","year":2012,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Relevance (law); Set (abstract data type); Professional development; Performance indicator; Psychology; Work (physics); Mathematics education; Medical education; Pedagogy; Political science; Business; Computer science; Engineering; Marketing; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004394312,0.0003133953,0.0003279408,0.01122115,0.0004305961,0.001233388,0.0005944998,0.0003952075,0.01049443],"category_scores_gemma":[0.01274008,0.0001873873,0.0003041867,0.0128478,0.0003364031,0.001627442,0.001518828,0.0006007047,0.001767696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454139,"about_ca_system_score_gemma":0.003556152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06248781,"about_ca_topic_score_gemma":0.07627767,"domain_scores_codex":[0.9964308,0.0008352668,0.0005146979,0.0003661734,0.001359414,0.0004936974],"domain_scores_gemma":[0.9755164,0.004892016,0.004932816,0.001723972,0.01075044,0.002184338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002067283,0.0001425227,0.8890378,0.0003204361,0.0001091766,0.00004785002,0.001279755,0.002112808,0.0006765226,0.006171725,0.02577893,0.07411572],"study_design_scores_gemma":[0.000005311364,0.00006010249,0.9674181,0.00005098391,0.00002290048,0.00005237655,0.0009414469,0.0009027191,0.0006033194,0.0004017983,0.02951859,0.00002236972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4181579,0.001235617,0.01015204,0.001213919,0.0001788715,0.0005767772,0.341249,0.0006995934,0.2265363],"genre_scores_gemma":[0.7801184,0.0009385797,0.01747796,0.00008691302,0.00007818014,0.001113233,0.1642544,0.0001686908,0.03576354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06248781,"threshold_uncertainty_score":0.1242482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.228054021979104,"score_gpt":0.524650618477039,"score_spread":0.296596596497935,"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."}}