{"id":"W7045619869","doi":"","title":"AI Integration Methodology: Does One Size Fit All?","year":2025,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Session (web analytics); Software deployment; Generative grammar; Relevance (law); Flexibility (engineering); Conversation; Action (physics); Curriculum","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1662339,0.001358958,0.002689958,0.005435758,0.008437023,0.01788467,0.004851472,0.007307522,0.00651743],"category_scores_gemma":[0.2064135,0.001399822,0.001317096,0.004814596,0.04167019,0.0464851,0.01742985,0.008020962,0.001982779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009496032,"about_ca_system_score_gemma":0.02067649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161719,"about_ca_topic_score_gemma":0.003187082,"domain_scores_codex":[0.8222126,0.143426,0.006162828,0.005278928,0.02040586,0.002513796],"domain_scores_gemma":[0.765972,0.1728968,0.01225888,0.01349502,0.02566113,0.009716171],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001783565,0.0002771352,0.008604192,0.003163558,0.0002681962,0.0004304002,0.1113478,0.0003595166,0.000681398,0.5714749,0.03187926,0.2713352],"study_design_scores_gemma":[0.00008708143,0.00027664,0.001847041,0.005599914,0.0001313968,0.0006317869,0.1171077,0.001596641,0.0005427581,0.7379646,0.1341245,0.0000898564],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03435966,0.02623943,0.1993772,0.6532741,0.005294437,0.0007806801,0.0000954718,0.0004254786,0.08015348],"genre_scores_gemma":[0.7082834,0.0140138,0.1917169,0.06939332,0.003652165,0.003056182,0.0001030314,0.0009375993,0.008843525],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8337661,"threshold_uncertainty_score":0.8791393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09449354777839881,"score_gpt":0.4171987691212418,"score_spread":0.322705221342843,"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."}}