{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09638698,0.002147705,0.001267386,0.003711969,0.011905,0.007732713,0.006659856,0.01851656,0.009888092],"category_scores_gemma":[0.413187,0.001095049,0.002765789,0.002967997,0.01480679,0.009508967,0.01002076,0.03317615,0.003554962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01675135,"about_ca_system_score_gemma":0.01053567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191123,"about_ca_topic_score_gemma":0.006345671,"domain_scores_codex":[0.8613458,0.08232617,0.01127977,0.007870634,0.03202982,0.005147825],"domain_scores_gemma":[0.4401052,0.4170832,0.01741399,0.01127395,0.1102192,0.003904435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001793689,0.00002118667,0.0004123571,0.0008807943,0.00004630279,0.001237311,0.0369821,0.0003594999,0.0010264,0.04718197,0.9020509,0.009621833],"study_design_scores_gemma":[0.00002248701,0.00003640751,0.000451882,0.00152432,0.00003362824,0.000303099,0.01423656,0.0007227651,0.001617774,0.01108936,0.969849,0.0001126721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002452048,0.001828314,0.007417275,0.8917758,0.08681366,0.0001625827,0.0002563323,0.0002557458,0.00903818],"genre_scores_gemma":[0.1058071,0.002951251,0.006293529,0.7914883,0.06935597,0.001089768,0.0003567811,0.001088712,0.0215685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09638698,"threshold_uncertainty_score":0.5097492,"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."}}