{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001138892,0.0001279805,0.0001758105,0.0001835482,0.001068151,0.00009019601,0.0007514411,0.00007140054,0.0001888336],"category_scores_gemma":[0.003517458,0.0001330031,0.00006954094,0.0002753487,0.000658079,0.0004437059,0.00008930119,0.00016145,0.0001582366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000379193,"about_ca_system_score_gemma":0.0003939313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003005701,"about_ca_topic_score_gemma":0.0003283724,"domain_scores_codex":[0.9984225,0.0004570835,0.0003477065,0.0002140899,0.0003643627,0.0001942601],"domain_scores_gemma":[0.995384,0.0007012125,0.0002362791,0.000441241,0.003172966,0.00006431118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001032896,0.0004893266,0.01417549,0.000004474746,0.0002379779,1.051344e-7,0.0911761,0.000004513933,0.0000333818,0.6257939,0.1976881,0.07038627],"study_design_scores_gemma":[0.0001101829,0.00001533846,0.02263628,0.00003967917,0.00001835331,9.959141e-7,0.1483036,0.000001575978,0.00001813562,0.04848257,0.7802296,0.0001437324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1495911,0.02632594,0.0001636,0.4037789,0.009356849,0.0004736194,0.000007715085,0.0004044205,0.4098979],"genre_scores_gemma":[0.9555762,0.01683827,0.006780874,0.003760702,0.0007924416,0.0001189531,0.00003987652,0.000008197729,0.0160845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.805985,"threshold_uncertainty_score":0.8215461,"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."}}