{"id":"W4416012744","doi":"10.1007/978-3-032-00701-8_23","title":"How Mature is m-Learning in an Educational Institution?","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Capability Maturity Model; Maturity (psychological); Empirical research; Gauge (firearms); Critical success factor; Empirical modelling","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":[0.00396047,0.0001676401,0.0001740041,0.0006984191,0.001551321,0.007983179,0.0005733491,0.00188104,0.00388688],"category_scores_gemma":[0.01401626,0.0001584489,0.0001678061,0.0008128235,0.003148651,0.009801423,0.001899038,0.002373304,0.001717113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034282,"about_ca_system_score_gemma":0.003740234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002570225,"about_ca_topic_score_gemma":0.005213108,"domain_scores_codex":[0.998346,0.0006698989,0.00006675974,0.0001587436,0.0003899195,0.0003687247],"domain_scores_gemma":[0.990272,0.00189536,0.001290234,0.0003395069,0.001967358,0.004235431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002076966,0.000477651,0.08962848,0.0002981875,0.0000488936,0.0006261831,0.01244343,0.0008355795,0.001970426,0.3192207,0.05148784,0.522755],"study_design_scores_gemma":[0.00002592775,0.0005355305,0.2051758,0.00129521,0.00003460554,0.001308417,0.05304649,0.001833841,0.002818793,0.3246696,0.4091358,0.0001199257],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3466746,0.01126471,0.00810803,0.1265327,0.0007852702,0.00006390015,0.000243934,0.0001702104,0.5061567],"genre_scores_gemma":[0.9787374,0.002910293,0.002440034,0.002959339,0.0002126845,0.00002200776,0.00006205458,0.00003721846,0.01261907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007983179,"threshold_uncertainty_score":0.02094525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04687449268054274,"score_gpt":0.3293323337676748,"score_spread":0.2824578410871321,"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."}}