{"id":"W4289877668","doi":"","title":"Understanding differences and new paths of LFSs development: an International comparative study","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science","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":[0.003675873,0.0001707226,0.0002246435,0.004537547,0.001567536,0.003296337,0.0005497422,0.0005997679,0.01711912],"category_scores_gemma":[0.01073427,0.0001409625,0.0002917612,0.008241011,0.004030634,0.005792989,0.002197274,0.0009898136,0.0004135289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003900671,"about_ca_system_score_gemma":0.002391939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02176109,"about_ca_topic_score_gemma":0.02697252,"domain_scores_codex":[0.9978372,0.001212427,0.00009246376,0.0001820371,0.0002665402,0.0004092825],"domain_scores_gemma":[0.9906163,0.005725394,0.001172638,0.000514089,0.001316428,0.0006550861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005527604,0.0002733073,0.2856028,0.0003857263,0.00007857027,0.0004962724,0.1071893,0.001795289,0.0008774114,0.4451032,0.001977355,0.155668],"study_design_scores_gemma":[0.00005140913,0.0002942208,0.5932197,0.0007140478,0.00007383378,0.000392557,0.2818521,0.001541404,0.0008150238,0.08030719,0.04069636,0.00004210329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8946898,0.001774539,0.0020904,0.003218657,0.00001770459,0.00004624185,0.0002851948,0.00001034513,0.09786706],"genre_scores_gemma":[0.9977375,0.0004091105,0.0003192832,0.00003196368,0.000004037608,0.00001083661,0.00005365144,0.000003673172,0.001430049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02176109,"threshold_uncertainty_score":0.05726916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1971454367350192,"score_gpt":0.3613731874692454,"score_spread":0.1642277507342262,"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."}}