{"id":"W4301209919","doi":"","title":"Contributions individuelles d’étudiants en formation initiale à l’enseignement des sciences à la construction d’un discours autour d’un thème intégrateur","year":2013,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01470546,0.0005970181,0.0003388734,0.002930593,0.00930282,0.007200759,0.001081608,0.001494006,0.004845683],"category_scores_gemma":[0.02764647,0.0003237725,0.0003960623,0.001600002,0.00612596,0.003387648,0.005654163,0.00183837,0.0008644406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00905862,"about_ca_system_score_gemma":0.0100113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03872864,"about_ca_topic_score_gemma":0.07446816,"domain_scores_codex":[0.9871115,0.007837652,0.0003371919,0.0008969653,0.002756136,0.001060473],"domain_scores_gemma":[0.9818352,0.007369183,0.001773418,0.0009424079,0.004826118,0.003253617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002034645,0.0001829647,0.02919421,0.0001475486,0.00002822674,0.00295019,0.8781146,0.000192112,0.006716307,0.03219492,0.002382415,0.04769294],"study_design_scores_gemma":[0.00002718436,0.0001842204,0.08257336,0.0002476129,0.00003848059,0.001994549,0.544386,0.0007726382,0.007229384,0.008619122,0.3538375,0.00009006428],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348856,0.001382504,0.008217034,0.003454239,0.0002684454,0.0001217345,0.00005963385,0.00004719266,0.05156361],"genre_scores_gemma":[0.9570541,0.0007205964,0.002924909,0.0002465354,0.0000881007,0.0001009625,0.00009800788,0.00004613032,0.03872064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03872864,"threshold_uncertainty_score":0.07777083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1723930001943135,"score_gpt":0.4779419960347049,"score_spread":0.3055489958403914,"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."}}