{"id":"W2063017337","doi":"10.1016/j.newideapsych.2011.02.010","title":"Constructing an understanding of constructs","year":2011,"lang":"en","type":"article","venue":"New Ideas in Psychology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Epistemology; Interpretation (philosophy); Phenomenon; Value (mathematics); Psychology; Management science; Engineering ethics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000600121,0.0001373222,0.0003036065,0.0003564488,0.000040821,0.000004606238,0.0003534493,0.000240288,0.006978622],"category_scores_gemma":[0.00008016484,0.0001478603,0.00003666877,0.000356545,0.0004873162,0.00009371784,0.00005094526,0.0004166512,0.0001019145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389197,"about_ca_system_score_gemma":0.0001069899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359868,"about_ca_topic_score_gemma":0.0007422782,"domain_scores_codex":[0.9978645,0.0003956473,0.0005623845,0.0004348405,0.0001640803,0.0005785699],"domain_scores_gemma":[0.9988245,0.0001352373,0.0001822681,0.0005719403,0.00003066364,0.0002553355],"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":[0.0003393875,0.0001760432,0.2383372,0.00002908948,0.00002530405,0.00009702738,0.003674159,6.968996e-8,0.000147571,0.6709421,0.001276537,0.08495542],"study_design_scores_gemma":[0.008256569,0.001813604,0.1833201,0.0001406564,0.00001925992,0.0009692254,0.02533903,0.00002143831,0.000651689,0.7768983,0.002061904,0.0005082068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4752801,0.0002512859,0.002333951,0.0002158199,0.002094313,0.0003059769,0.000007317463,0.00004293835,0.5194683],"genre_scores_gemma":[0.9879354,0.0000186005,0.01109085,0.0004783242,0.0001005422,0.00001072972,0.00000456976,0.00002313249,0.0003378548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5191305,"threshold_uncertainty_score":0.9939291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4075610005698727,"score_gpt":0.5088108377817447,"score_spread":0.101249837211872,"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."}}