{"id":"W4399609799","doi":"10.1186/s43045-024-00431-8","title":"Standardized observation of temperament in Lebanese toddlers using the laboratory temperament assessment battery (Lab-TAB)","year":2024,"lang":"en","type":"article","venue":"Middle East Current Psychiatry","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Temperament; Psychology; Toddler; Developmental psychology; Clinical psychology; Personality; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000703794,0.000322978,0.0002901694,0.0007602184,0.0003127619,0.0003738049,0.0001906139,0.0001431988,0.0007837423],"category_scores_gemma":[0.001718362,0.0001469342,0.0003163202,0.0004040137,0.0001841122,0.000128295,0.0004120884,0.0003200715,0.0002460906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003003047,"about_ca_system_score_gemma":0.0002687136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003882989,"about_ca_topic_score_gemma":0.007330363,"domain_scores_codex":[0.9996568,0.0001175744,0.00006960237,0.00005366874,0.00006515574,0.0000371271],"domain_scores_gemma":[0.9992466,0.0001042657,0.0003032874,0.00007041581,0.0001809589,0.00009456705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001087963,0.00008813651,0.9859985,0.00002354106,0.00003101732,0.0001957771,0.0007155106,0.00005565188,0.001993975,0.00002808169,0.0002342926,0.01052676],"study_design_scores_gemma":[0.000002733117,0.0001549989,0.998567,0.00000869783,0.000006012441,0.0002118709,0.0003901212,0.00005852931,0.0003413841,0.00001400071,0.0002417734,0.000002892843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986828,0.00009001358,0.0002706978,0.000008659209,0.000004521859,0.0000384978,0.0003187508,0.000009935342,0.0005761045],"genre_scores_gemma":[0.9962873,0.0001929725,0.001745202,0.00002331389,0.000004921344,0.0001416412,0.0009484168,0.00000505302,0.0006511433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003882989,"threshold_uncertainty_score":0.007720828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06051114340593337,"score_gpt":0.333149379855274,"score_spread":0.2726382364493407,"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."}}