{"id":"W4410357560","doi":"10.1080/17439884.2025.2502516","title":"Parametrizing ‘the digital’: education research methods for platform ecologies","year":2025,"lang":"en","type":"article","venue":"Learning Media and Technology","topic":"Digital Education and Society","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"National Academy of Education","keywords":"Environmental education; Technology integration; Higher education; Mathematics education; Sociology; Pedagogy; Computer science; Teaching method; Engineering ethics; Engineering; Economic growth; Psychology; Economics","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":[0.1181218,0.001954153,0.00168709,0.006867735,0.004680167,0.01449937,0.003624321,0.003175418,0.01667106],"category_scores_gemma":[0.2615396,0.0020586,0.002237023,0.007696998,0.02423533,0.02092868,0.01866578,0.006699826,0.002576341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005727313,"about_ca_system_score_gemma":0.006889651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850574,"about_ca_topic_score_gemma":0.001934548,"domain_scores_codex":[0.8428541,0.1369838,0.004702148,0.008194167,0.006316082,0.0009496238],"domain_scores_gemma":[0.6528806,0.2822679,0.009544496,0.04624245,0.007457556,0.001606978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009545877,0.000130718,0.002881293,0.0007477173,0.00007543067,0.00009542528,0.0235225,0.002333486,0.0007675425,0.9018536,0.001278478,0.06621829],"study_design_scores_gemma":[0.0001929892,0.0001696228,0.001648215,0.001352887,0.00007685708,0.0001807404,0.01178839,0.01308538,0.001147889,0.8968776,0.07337403,0.0001053198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005611612,0.0005940685,0.9776109,0.001837049,0.0001196126,0.002219943,0.0001614498,0.000202939,0.01164247],"genre_scores_gemma":[0.108573,0.0004453973,0.8669055,0.00069983,0.0001087265,0.02092984,0.0001638785,0.0002333176,0.001940558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1181218,"threshold_uncertainty_score":0.624695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05532848675451901,"score_gpt":0.4404294282479545,"score_spread":0.3851009414934355,"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."}}