{"id":"W2616949327","doi":"","title":"Les défis de l’innovation selon la théorie de l’activité : le cas de l’école (éloignée) en réseau","year":2017,"lang":"fr","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":{"n_in":0,"stratum":"french","weight":1554.46666666667,"opus":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"Activity-theory analysis of a networked-school innovation; the object is school teaching and learning, not research."},"gpt":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"This studies educational innovation in schools rather than the conduct or governance of research."},"grok":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"Activity-theory analysis of networked school innovation; object is education practice, not research."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0147714,0.0009326774,0.0008320062,0.006070826,0.006509467,0.01925906,0.001987318,0.005606742,0.005196773],"category_scores_gemma":[0.02200815,0.000529748,0.00106635,0.003698854,0.0569754,0.02066806,0.01030135,0.006454233,0.0007903682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01573421,"about_ca_system_score_gemma":0.00758798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047824,"about_ca_topic_score_gemma":0.006425493,"domain_scores_codex":[0.9851088,0.007464788,0.0006014057,0.002118244,0.003229383,0.001477394],"domain_scores_gemma":[0.9737188,0.01920398,0.001727413,0.001784024,0.002306837,0.001258941],"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":[0.00001134594,0.00001203563,0.001427257,0.00005695826,0.000005638545,0.00006037176,0.01513113,0.0002085997,0.00005985409,0.9778693,0.000369498,0.004788058],"study_design_scores_gemma":[0.0000367211,0.00006366706,0.003454411,0.0007313564,0.00003265815,0.0003745445,0.03916718,0.001997026,0.000476256,0.8622308,0.09138063,0.00005472915],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1583769,0.01246441,0.08011097,0.08059546,0.0006721959,0.0002044899,0.0001193347,0.0001071886,0.667349],"genre_scores_gemma":[0.9779766,0.002720158,0.00610315,0.001666083,0.0001460464,0.0002335293,0.00004570832,0.00004505985,0.01106361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01925906,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372592904820364,"score_gpt":0.3982590208397952,"score_spread":0.2609997303577588,"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."}}