{"id":"W4415438973","doi":"10.1108/intr-10-2022-0790","title":"Understanding the discontinuance of paid knowledge products: the roles of post-usage attitudes and goal orientations","year":2025,"lang":"en","type":"article","venue":"Internet Research","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Conformity; Consumption (sociology); Continuance; Theory of planned behavior; Multilevel model; Orientation (vector space); Positive attitude","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":[],"consensus_categories":[],"category_scores_codex":[0.00449231,0.0000617718,0.0001335807,0.0003263241,0.0001611275,0.0001082491,0.001019491,0.00005161721,0.00009025379],"category_scores_gemma":[0.002967273,0.00002988587,0.00003848165,0.001117699,0.001422812,0.0001143772,0.0005416299,0.0003290505,0.00001452782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003676671,"about_ca_system_score_gemma":0.0001097019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008193357,"about_ca_topic_score_gemma":0.001536419,"domain_scores_codex":[0.9982286,0.0004405692,0.0003573346,0.0002547235,0.0005472572,0.0001714987],"domain_scores_gemma":[0.9967144,0.001960586,0.00009060375,0.0005325271,0.0006830789,0.00001881528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001184948,0.0002398284,0.5592067,0.00003800094,0.00006176586,0.000002380223,0.0134591,0.000003746549,0.009031779,0.3788754,0.0261214,0.01284145],"study_design_scores_gemma":[0.0005817859,0.0002609463,0.8303857,0.0002922785,0.00002173955,0.000007159943,0.07560962,0.0003837063,0.02463158,0.05304328,0.01466373,0.0001185077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814467,0.0009016753,0.00243874,0.01127,0.0001322149,0.0002935956,0.00001539394,0.00001507989,0.003486599],"genre_scores_gemma":[0.9894708,0.00003439525,0.00006091386,0.00002392129,0.00001125428,0.00001923212,7.78012e-7,0.000003131628,0.01037555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3258321,"threshold_uncertainty_score":0.5242411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3311421374447894,"score_gpt":0.5011559249910474,"score_spread":0.170013787546258,"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."}}