{"id":"W1944783230","doi":"","title":"Content and Style of Advice in Iran and Canada","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collectivism; Advice (programming); Multiculturalism; Individualism; Psychology; Content (measure theory); Style (visual arts); Social psychology; Adjunct; Individualistic culture; Content analysis; Pedagogy; Sociology; Social science; Political science; Law; Linguistics; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004023311,0.0000984565,0.0002231817,0.0001503245,0.00005641897,0.00004794899,0.00007296358,0.00006375311,0.000327844],"category_scores_gemma":[0.000001908325,0.00008613678,0.00001910958,0.00006927483,0.00006461408,0.0001065695,1.018928e-7,0.0001898881,7.416147e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007132106,"about_ca_system_score_gemma":0.000128992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8345363,"about_ca_topic_score_gemma":0.9386965,"domain_scores_codex":[0.999171,0.00007030406,0.0003435168,0.0001212605,0.0001056838,0.0001881988],"domain_scores_gemma":[0.9991334,0.0001736562,0.0001613055,0.00009913681,0.0001178041,0.0003146947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007532026,0.0001105775,0.09316969,0.0001403543,0.0003809559,0.0002444666,0.1062574,0.00004590878,0.001881962,0.001726714,0.02398373,0.7713051],"study_design_scores_gemma":[0.005666451,0.0009184133,0.04869611,0.0005379183,0.00005078691,0.0007458227,0.005702349,0.0006090258,0.0000282191,0.0102048,0.9263329,0.0005072062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9014613,0.09633867,0.0002422488,0.00129045,0.0003804093,0.00008390775,0.000006234553,0.000001391633,0.0001954173],"genre_scores_gemma":[0.8611929,0.1375584,0.00009338438,0.000813867,0.00005730729,0.00000147331,4.248172e-7,0.00001249384,0.000269709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9023492,"threshold_uncertainty_score":0.3589662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154839895841263,"score_gpt":0.2688936795608952,"score_spread":0.2373452806024825,"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."}}