{"id":"W4214925541","doi":"10.1111/isj.12378","title":"Responsible innovation with digital platforms: Cases in India and Canada","year":2022,"lang":"en","type":"article","venue":"Information Systems Journal","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McGill University; Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Operationalization; Digital ecosystem; Grand Challenges; Government (linguistics); Reflexivity; Public relations; Value (mathematics); Political science; Knowledge management; Sociology; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0025503,0.0004633015,0.0003492663,0.003172333,0.02633877,0.008335002,0.002864205,0.004256387,0.005614081],"category_scores_gemma":[0.007905444,0.0003044376,0.0006858674,0.005094561,0.01107531,0.002114898,0.00841675,0.00327544,0.000440428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03895472,"about_ca_system_score_gemma":0.05890406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7948765,"about_ca_topic_score_gemma":0.8556372,"domain_scores_codex":[0.9944412,0.001230157,0.0001463909,0.0002856948,0.001229458,0.002667081],"domain_scores_gemma":[0.9919234,0.003760215,0.0005258094,0.0006051357,0.001157407,0.002027942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001988307,0.0009415959,0.08140554,0.0005472311,0.00006813295,0.1127241,0.3358047,0.005104636,0.001236848,0.3840056,0.01335025,0.06461254],"study_design_scores_gemma":[0.0001076685,0.0001825035,0.04501697,0.000643826,0.000126813,0.01267909,0.7033226,0.009659099,0.002140529,0.02783527,0.1980757,0.000209824],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506917,0.0005076702,0.001497321,0.005591473,0.00006576363,0.0001961275,0.00009465294,0.00004797665,0.1413074],"genre_scores_gemma":[0.9917705,0.0003415828,0.0005984792,0.0003010629,0.000006713927,0.00003410102,0.00002395369,0.00000991958,0.006913617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9736612,"threshold_uncertainty_score":0.4126631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009650516160669411,"score_gpt":0.1806530800949507,"score_spread":0.1710025639342813,"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."}}