{"id":"W4414618529","doi":"10.54518/rh.5.3.2025.666","title":"Determination of Home Purchase Decisions with Technology Adoption as a Moderating Variable","year":2025,"lang":"en","type":"article","venue":"Research Horizon","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Purchasing; Moderation; Quarter (Canadian coin); Structural equation modeling; Clothing; Social media; Variables; Variable (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004511504,0.000125096,0.0002837079,0.00336826,0.0004475969,0.000136697,0.0009242875,0.0003386156,0.0001539169],"category_scores_gemma":[0.01015117,0.00009366722,0.00004738802,0.005871717,0.0004452654,0.0003212658,0.000379546,0.0006703887,0.0001077441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104719,"about_ca_system_score_gemma":0.0005082268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004086857,"about_ca_topic_score_gemma":0.00003511818,"domain_scores_codex":[0.9965609,0.0002696204,0.000570389,0.0005607569,0.001606954,0.0004313366],"domain_scores_gemma":[0.9952006,0.00116486,0.0001482009,0.0009427306,0.002463766,0.00007989455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002238969,0.0002983178,0.01164288,0.000009015189,0.0000132946,0.00003149295,0.00009604963,0.00009867948,0.02208976,0.2609802,0.0008478678,0.7036685],"study_design_scores_gemma":[0.002210671,0.003313122,0.01133366,0.0004445535,0.00003162045,0.00007041947,0.006021149,0.01921034,0.02764937,0.9171697,0.01218047,0.0003649528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7855681,0.0001167372,0.2065263,0.002637769,0.00008997542,0.0003797624,0.000008972116,0.000133742,0.004538655],"genre_scores_gemma":[0.9591355,0.00003670652,0.03802219,0.00001971913,0.00001316927,0.00009206621,0.000003899382,0.00001025303,0.002666461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7033036,"threshold_uncertainty_score":0.9981868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395683506487525,"score_gpt":0.4644131011446266,"score_spread":0.3248447504958741,"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."}}