{"id":"W4403276306","doi":"10.1136/bmjopen-2023-083266","title":"Influence of temperament on early neurodevelopmental disorders: a systematic review protocol","year":2024,"lang":"en","type":"review","venue":"BMJ Open","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Temperament; Protocol (science); Psychiatry; Alternative medicine; Pathology; Psychoanalysis; Personality","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":[0.07543159,0.005790933,0.01856554,0.01309316,0.004143,0.007268642,0.00506252,0.007512223,0.06377643],"category_scores_gemma":[0.06590271,0.005457447,0.01264165,0.01155647,0.005313694,0.008158316,0.005226927,0.005996082,0.009611308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01468299,"about_ca_system_score_gemma":0.07033013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007662901,"about_ca_topic_score_gemma":0.0173514,"domain_scores_codex":[0.9738213,0.0101059,0.008216437,0.002649443,0.003670208,0.001536663],"domain_scores_gemma":[0.9677477,0.01256128,0.006911822,0.003095052,0.007772763,0.001911261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004998611,0.0003180237,0.001155091,0.9370306,0.002888575,0.0006178467,0.002043915,0.0008986421,0.001182127,0.004440596,0.01576415,0.0286618],"study_design_scores_gemma":[0.02803329,0.002626381,0.01046841,0.7747991,0.01939098,0.0009745079,0.002676554,0.001430644,0.002371573,0.008968048,0.147654,0.000606489],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005018269,0.002860459,0.001058992,0.0003135253,0.000124863,0.9914512,0.00326671,0.00006222248,0.0003602261],"genre_scores_gemma":[0.0005326321,0.001384469,0.00161862,0.0001630248,0.00001663781,0.9956172,0.0004388413,0.000005622616,0.0002230252],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07543159,"threshold_uncertainty_score":0.3989252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1438552201689606,"score_gpt":0.4949097363986821,"score_spread":0.3510545162297215,"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."}}