{"id":"W4365790096","doi":"10.33548/scientia887","title":"Speak and I’ll Tell You Who You Are","year":2023,"lang":"en","type":"article","venue":"","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychoanalysis; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002213934,0.0005154718,0.0004802856,0.0004982105,0.00741347,0.00313469,0.0005345886,0.001555883,0.01951099],"category_scores_gemma":[0.01001424,0.000253152,0.0003791763,0.0004479572,0.003469474,0.004650102,0.00297233,0.005577621,0.01242364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009380445,"about_ca_system_score_gemma":0.002078186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008768003,"about_ca_topic_score_gemma":0.01153668,"domain_scores_codex":[0.9979147,0.0008842134,0.00006992812,0.0001819353,0.000563692,0.0003855452],"domain_scores_gemma":[0.9942946,0.0009661524,0.0007686752,0.0003510034,0.00141878,0.002200765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000908513,0.0002433666,0.03063346,0.0005730067,0.0000794876,0.002038677,0.3198846,0.00007324138,0.003687303,0.01765513,0.4963252,0.1287156],"study_design_scores_gemma":[0.00001076539,0.0001080347,0.01110422,0.0006538912,0.00003047765,0.00351502,0.3388295,0.00008999887,0.0009932336,0.00396662,0.6406122,0.00008610994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2258427,0.008892429,0.01254968,0.2925496,0.01991768,0.0002664431,0.0007237617,0.0007228425,0.4385347],"genre_scores_gemma":[0.5829785,0.008975785,0.006204802,0.1358673,0.002090781,0.0002963255,0.0004321403,0.0004708695,0.2626835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01951099,"threshold_uncertainty_score":0.06527072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04896709176839694,"score_gpt":0.3405141516255658,"score_spread":0.2915470598571689,"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."}}