{"id":"W4411347009","doi":"10.1037/cap0000441","title":"Do not let the cat out of the bag: Using the Canadian code of ethics to resolve pronoun charting challenges.","year":2025,"lang":"en","type":"article","venue":"Canadian Psychology/Psychologie canadienne","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pronoun; Code (set theory); Linguistics; Computer science; Psychology; Programming language; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002023504,0.0003431616,0.0004390098,0.0004946175,0.001948458,0.00006987924,0.001742333,0.0002773398,0.0003084943],"category_scores_gemma":[0.0008655938,0.0002020442,0.0002287946,0.0004458933,0.002155045,0.00006408638,0.00009364939,0.0009338153,0.00001074645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467617,"about_ca_system_score_gemma":0.001699479,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8559307,"about_ca_topic_score_gemma":0.9997134,"domain_scores_codex":[0.9969177,0.0003970897,0.0006189196,0.0005994454,0.0002107853,0.001256107],"domain_scores_gemma":[0.9968435,0.0003486637,0.0002759727,0.001642856,0.0004707006,0.0004183342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009910134,0.00008370604,0.002767013,0.000395932,0.0009720321,0.00007325044,0.4487246,0.0000544815,0.0003313928,0.2664104,0.2626411,0.01744695],"study_design_scores_gemma":[0.0004784674,0.0001369819,0.01587091,0.0007126075,0.0001833468,0.00001365424,0.03560114,0.000007819943,0.0000773381,0.002009601,0.9444816,0.0004265287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2115757,0.01390888,0.00001060018,0.5263915,0.009625011,0.002582349,0.0021654,0.00005761045,0.2336829],"genre_scores_gemma":[0.9311515,0.0004256399,0.00004617142,0.06696593,0.0002492768,0.0001011059,0.000008667454,0.00002697728,0.001024729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7195758,"threshold_uncertainty_score":0.9993508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2322762335623465,"score_gpt":0.3641697037153815,"score_spread":0.131893470153035,"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."}}