{"id":"W2156137524","doi":"10.1177/0734282914562212","title":"What Comes Before Report Writing? Attending to Clinical Reasoning and Thinking Errors in School Psychology","year":2014,"lang":"en","type":"article","venue":"Journal of Psychoeducational Assessment","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Heuristics; Clinical judgment; Deductive reasoning; Cognition; School psychology; Logical reasoning; Process (computing); Psychology of reasoning; Critical thinking; Cognitive psychology; Applied psychology; Verbal reasoning; Mathematics education; Artificial intelligence; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005676083,0.0001556033,0.0005858351,0.0003148087,0.00007620071,0.000102278,0.0001501623,0.000132668,0.0001270374],"category_scores_gemma":[0.02032958,0.0001279481,0.0001675655,0.0002407235,0.0000740598,0.0002305596,0.00004433481,0.0007871002,0.00001055534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556627,"about_ca_system_score_gemma":0.0005147712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001017507,"about_ca_topic_score_gemma":0.00001546795,"domain_scores_codex":[0.9969478,0.000191863,0.001663794,0.0003472635,0.0005933081,0.000255969],"domain_scores_gemma":[0.9942797,0.00373593,0.0007381117,0.0002860941,0.0003623469,0.00059786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009894126,0.0006513334,0.968897,0.00001285655,0.00006631,0.00009045905,0.0002004716,0.00001460128,0.00001649142,0.001358312,0.006899445,0.02169377],"study_design_scores_gemma":[0.00175533,0.0008508873,0.9812795,0.004221293,0.00006749391,0.001796507,0.001100604,0.00006836822,0.000001629919,0.004425746,0.004322339,0.0001103023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227428,0.0002145503,0.001143703,0.07112176,0.003379168,0.0001782776,6.268777e-7,0.000009983948,0.001209105],"genre_scores_gemma":[0.9311455,0.000258218,0.05852297,0.008075907,0.00176548,0.00001122722,0.00001138301,0.000019694,0.0001895927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06304585,"threshold_uncertainty_score":0.9879226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04265540508168172,"score_gpt":0.4968014186378206,"score_spread":0.4541460135561389,"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."}}