{"id":"W2102282165","doi":"10.1017/s0140525x11001518","title":"Further routes to psychological constructionism","year":2012,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Sketch; Constructionism; Strict constructionism; Psychology; Epistemology; Computer science; Developmental psychology; Philosophy; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03926577,0.00129527,0.001839813,0.002085063,0.004906304,0.007945511,0.007367572,0.03407789,0.00534715],"category_scores_gemma":[0.07148284,0.0007172327,0.002073566,0.001565194,0.04805344,0.02223605,0.009099257,0.07539537,0.002397063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007212501,"about_ca_system_score_gemma":0.008144006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003950794,"about_ca_topic_score_gemma":0.004625657,"domain_scores_codex":[0.9708645,0.01539987,0.001714092,0.003854164,0.006661973,0.001505401],"domain_scores_gemma":[0.9140788,0.07071905,0.003084598,0.004010744,0.006537674,0.001569081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001331307,0.00007824681,0.0005117861,0.0005124678,0.0001239597,0.001477293,0.005504875,0.0003348682,0.0003051997,0.5215774,0.4303058,0.03913498],"study_design_scores_gemma":[0.0000850466,0.0000308182,0.0002783083,0.0005203211,0.00002219178,0.0009657482,0.001548196,0.0005270154,0.0001285386,0.7414157,0.2544048,0.00007348709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001715294,0.003276579,0.001591122,0.9880165,0.00550027,0.000006016934,0.00001439412,0.00002149013,0.001402211],"genre_scores_gemma":[0.01812627,0.004079334,0.002745311,0.9220154,0.05111478,0.0001291564,0.00003851013,0.00006332653,0.001687984],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03926577,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130279429073685,"score_gpt":0.4073347155707302,"score_spread":0.2943067726633616,"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."}}