{"id":"W4200021596","doi":"10.1002/jcpy.1279","title":"Commentaries on “Abductive Theory Construction”","year":2021,"lang":"en","type":"article","venue":"Journal of Consumer Psychology","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada); Ontario Council of University Libraries","funders":"","keywords":"Abductive reasoning; Process (computing); Epistemology; Value (mathematics); Strengths and weaknesses; Action (physics); Psychology; Deductive reasoning; Computer science; Management science; Sociology; Engineering ethics; Social psychology","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":[0.0009192294,0.0002205112,0.0005124009,0.0003202409,0.0001424734,0.00004387541,0.000332239,0.000236765,0.02780888],"category_scores_gemma":[0.000664729,0.0001801621,0.0002613628,0.0004130515,0.001081728,0.0001006289,0.00005258386,0.001106976,0.0007580115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003825521,"about_ca_system_score_gemma":0.0001443493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000381908,"about_ca_topic_score_gemma":0.000004284228,"domain_scores_codex":[0.996526,0.001610661,0.0007040584,0.0003868273,0.0003289298,0.0004434976],"domain_scores_gemma":[0.9959974,0.002032907,0.0004045286,0.0004575978,0.0008884508,0.0002191151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004708319,0.001298127,0.03012405,0.00001051678,0.001776116,0.002854368,0.001155201,4.003099e-7,0.001809902,0.3586279,0.1207971,0.476838],"study_design_scores_gemma":[0.006773143,0.001893593,0.08500006,0.00008338103,0.0001905131,0.01603274,0.005795634,1.695806e-7,0.001362681,0.1732765,0.7091588,0.0004328819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5315891,0.009449879,0.006311477,0.01600832,0.01171293,0.0002834378,0.00007489961,0.00004702852,0.424523],"genre_scores_gemma":[0.9710549,0.0007578695,0.002582541,0.02190154,0.0006724084,0.00001496387,0.00001019888,0.00003910166,0.002966522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5883617,"threshold_uncertainty_score":0.9742957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07419072908917751,"score_gpt":0.4317687849387526,"score_spread":0.3575780558495751,"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."}}