{"id":"W4405627911","doi":"10.1080/17518423.2024.2438969","title":"Motivators and barriers to neurodevelopmental research enrolment","year":2024,"lang":"en","type":"article","venue":"Developmental Neurorehabilitation","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Ontario Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Psychology; Resource (disambiguation); Medical education; Applied psychology; Nursing; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009184991,0.0002420879,0.0001582431,0.0008930498,0.0005780319,0.0003714804,0.0003179494,0.00006212558,0.0003360836],"category_scores_gemma":[0.002768764,0.0002396028,0.00004164284,0.001918472,0.0003496796,0.000486987,0.0004944046,0.0004927697,0.0007495978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004340595,"about_ca_system_score_gemma":0.0004623372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002447934,"about_ca_topic_score_gemma":0.000009772311,"domain_scores_codex":[0.9959819,0.0004994529,0.0003705209,0.001224756,0.001188126,0.0007352104],"domain_scores_gemma":[0.9979636,0.00118576,0.00001705237,0.0001939993,0.00002385919,0.0006157469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001671022,0.0001502822,0.02347944,0.0003082481,0.00001706218,0.0002882669,0.0335466,0.00002846712,0.7910103,0.06459311,0.00427261,0.08213853],"study_design_scores_gemma":[0.0008988641,0.001300691,0.4780605,0.0003209606,0.000007726047,0.0002828604,0.004959869,0.001257172,0.427805,0.02386344,0.05998696,0.001255924],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845628,0.00006098861,0.00006944902,0.01030374,0.0004047845,0.001126807,0.00001590406,0.0002834645,0.003172124],"genre_scores_gemma":[0.9968192,0.00003881414,0.001475788,0.0008255551,0.00002595071,0.0002709449,0.000004891476,0.00006486645,0.0004739665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4545811,"threshold_uncertainty_score":0.9770717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610880812494953,"score_gpt":0.3480355276232564,"score_spread":0.3019267194983069,"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."}}