{"id":"W4382982751","doi":"10.3389/fpsyg.2023.1210960","title":"Self-talk: research challenges and opportunities","year":2023,"lang":"en","type":"review","venue":"Frontiers in Psychology","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Psychology; Context (archaeology); Experiential learning; Natural (archaeology); Self; Experience sampling method; Cognitive science; Cognitive psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005485532,0.001166123,0.003575315,0.002980854,0.0008276741,0.003577213,0.001711637,0.003394508,0.00341896],"category_scores_gemma":[0.006493405,0.0006041725,0.0009262718,0.003032377,0.003085158,0.005850332,0.002614415,0.004981813,0.002015492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605458,"about_ca_system_score_gemma":0.00456148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001662449,"about_ca_topic_score_gemma":0.002119739,"domain_scores_codex":[0.9987802,0.000430339,0.0002025401,0.0002297819,0.0002797159,0.00007746201],"domain_scores_gemma":[0.9919353,0.006719893,0.0002945269,0.0001537717,0.0006624205,0.0002340404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008216705,0.00005334743,0.000193905,0.03277284,0.0001076312,0.0001144306,0.0004663263,0.0001872579,0.0003648292,0.01744774,0.01545138,0.9327582],"study_design_scores_gemma":[0.00002530126,0.000127695,0.001289985,0.03201435,0.0001770598,0.00109073,0.0009609396,0.00009951285,0.0002788148,0.01839807,0.9454759,0.00006167343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004826446,0.9984497,0.0001194004,0.0007489393,0.000248981,0.000003278886,0.000007732092,0.000004227937,0.0003693957],"genre_scores_gemma":[0.0005143886,0.9981393,0.0002107062,0.0005350238,0.0004205965,0.0000159816,0.000016005,0.000003223234,0.0001448135],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005485532,"threshold_uncertainty_score":0.02901065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.472653113486402,"score_gpt":0.4877983691776307,"score_spread":0.01514525569122865,"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."}}