{"id":"W4281572996","doi":"10.33137/twpl.v44i1.36730","title":"Speakers' subjective evaluations of direct object pronouns in Brazilian Portuguese","year":2022,"lang":"en","type":"article","venue":"Toronto Working Papers in Linguistics","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portuguese; Linguistics; Clitic; Psychology; Pronoun; Object pronoun; Utterance; Subject pronoun; Variation (astronomy); Normative; Perception; Personal pronoun; Object (grammar)","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00231685,0.0001268169,0.0002847382,0.0001253467,0.0003168293,0.0000148785,0.0002948372,0.00008545893,0.001151204],"category_scores_gemma":[0.0106042,0.0001544186,0.00006621549,0.0004017088,0.000175111,0.00001419573,0.00009472952,0.000254637,0.000002874817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001448495,"about_ca_system_score_gemma":0.0007772231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03329201,"about_ca_topic_score_gemma":0.1320268,"domain_scores_codex":[0.9976705,0.0006378354,0.0004758925,0.0003149215,0.0005206965,0.0003801044],"domain_scores_gemma":[0.9987811,0.0005558883,0.0002217444,0.000220774,0.0001478316,0.00007267934],"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":[0.0002803162,0.001086283,0.2689971,0.00003355898,0.00009628339,0.0001661672,0.3279265,0.00604921,0.0002056011,0.3692203,0.0006683338,0.02527028],"study_design_scores_gemma":[0.001912085,0.0002784613,0.1775063,0.000128773,0.00008345418,0.000001865963,0.06180137,0.0008875816,0.00002137625,0.004149735,0.7525731,0.0006558685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007641003,0.000579152,0.00001447927,0.00008644455,0.003848174,0.0005074785,0.00001828035,0.00005603124,0.987249],"genre_scores_gemma":[0.9962678,0.0001037705,0.001199874,0.0001412862,0.0006378375,0.00006900821,0.00002034209,0.00001766503,0.001542431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9886268,"threshold_uncertainty_score":0.9997619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02433116274094916,"score_gpt":0.3321905171392996,"score_spread":0.3078593543983504,"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."}}