{"id":"W1976672209","doi":"10.1080/00131881.2014.934553","title":"The development of expertise in children’s mental health therapists and teachers: changes in perspective and approach","year":2014,"lang":"en","type":"article","venue":"Educational Research","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Child and Family Research Institute; University of Toronto; Western University; Holland Bloorview Kids Rehabilitation Hospital","funders":"Mental Health Commission","keywords":"Psychosocial; Perspective (graphical); Psychology; Mental health; Perception; Medical education; Focus group; Professional development; Applied psychology; Pedagogy; Medicine; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00199132,0.00006631831,0.00009205726,0.0001504482,0.0001755004,0.00002029281,0.0001312226,0.0000385659,0.0001447151],"category_scores_gemma":[0.000114191,0.00004615733,0.000007268633,0.0002011149,0.0002149403,0.00002679864,0.00003977481,0.000230721,0.00000714232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072227,"about_ca_system_score_gemma":0.0002281763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005274088,"about_ca_topic_score_gemma":0.0004528156,"domain_scores_codex":[0.9985226,0.0005303192,0.0001711929,0.0002675963,0.0002611455,0.000247092],"domain_scores_gemma":[0.9992245,0.0004953725,0.00003888125,0.0001082487,0.00006009711,0.00007292588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006808186,0.001383132,0.652582,0.000008299421,0.00003326576,2.570312e-8,0.2102984,1.357119e-7,0.00008931026,0.06853918,0.002587853,0.06441023],"study_design_scores_gemma":[0.0003309349,0.00006990466,0.9714292,0.00001624361,1.75076e-7,0.000003358821,0.0227618,0.000003864114,0.000006953519,0.004438741,0.0008935693,0.00004530729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588823,0.002912773,0.000004617652,0.03074521,0.00007760167,0.000353615,0.00000264398,0.000001656568,0.007019526],"genre_scores_gemma":[0.9971382,0.0001130651,0.0008734389,0.0001369571,0.00008446573,0.000333666,0.00001652166,0.000005368178,0.001298339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3188471,"threshold_uncertainty_score":0.1882241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1486006748034339,"score_gpt":0.5126304299261821,"score_spread":0.3640297551227483,"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."}}