{"id":"W4230426274","doi":"10.5539/ies.v2n4p25","title":"Stereotypes Communication","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education, Sociology, Communication Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intercultural communication; Psychology; Social psychology; Communication studies; Social communication; Interpersonal communication; Sociology; Pedagogy; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003630742,0.0005585327,0.0002614121,0.002265637,0.003765736,0.003872743,0.0006338448,0.001451601,0.009001561],"category_scores_gemma":[0.01086866,0.0001603387,0.0004624162,0.001550133,0.007817704,0.003717058,0.002392549,0.002453489,0.001271219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484555,"about_ca_system_score_gemma":0.001385768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005570812,"about_ca_topic_score_gemma":0.002980857,"domain_scores_codex":[0.9917943,0.003918767,0.0002718842,0.00055212,0.002768182,0.0006947151],"domain_scores_gemma":[0.9888455,0.004994437,0.002587924,0.001127047,0.001698252,0.0007468205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001188191,0.00011417,0.03309803,0.0003458226,0.000045456,0.001034272,0.4394124,0.0002617932,0.00264094,0.4294322,0.02708104,0.06641511],"study_design_scores_gemma":[0.00003363675,0.0001363796,0.04150122,0.0009203213,0.00006278602,0.00339744,0.3131673,0.0007528839,0.003263666,0.1262793,0.5103621,0.0001228641],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2485749,0.002333736,0.009291721,0.01768698,0.001232518,0.000108243,0.0002653054,0.00008322093,0.7204233],"genre_scores_gemma":[0.978459,0.001030954,0.0008436745,0.002292644,0.0003497404,0.00003855665,0.0000872855,0.00004567246,0.01685254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009001561,"threshold_uncertainty_score":0.03011322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2429976172944981,"score_gpt":0.5581441708014364,"score_spread":0.3151465535069383,"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."}}