{"id":"W4226395735","doi":"10.4000/reperes.4709","title":"Motivation to write and collaboration via chat among struggling secondary school students","year":2021,"lang":"en","type":"article","venue":"Repères","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Computer science; Pedagogy; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001038473,0.000102597,0.0001443295,0.0001221639,0.0001748054,0.0001216788,0.00007303369,0.00008593973,0.0005101734],"category_scores_gemma":[0.0008101656,0.0001070946,0.00001767474,0.0004305006,0.00002582737,0.0001315695,0.00006192186,0.0003155091,0.00005049259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000436636,"about_ca_system_score_gemma":0.00003801641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008309433,"about_ca_topic_score_gemma":0.00002519417,"domain_scores_codex":[0.9984279,0.0006910634,0.0002101535,0.000330943,0.000175896,0.0001640001],"domain_scores_gemma":[0.9992505,0.0001641129,0.00008926999,0.000225942,0.0002017424,0.0000683789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005305632,0.00007934662,0.8896933,0.00002418095,0.000101679,0.00003767293,0.0125991,0.00006516936,0.02468683,0.001362417,0.001987398,0.06930982],"study_design_scores_gemma":[0.0003566558,0.0000622802,0.9889068,0.0000446001,0.000009502628,0.000008031817,0.0027071,0.00003646385,0.001987046,0.0002008326,0.005558863,0.0001218477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821408,0.0002063506,0.01013351,0.000348491,0.000505996,0.0001441922,0.000004041676,0.00007842063,0.006438167],"genre_scores_gemma":[0.9889318,0.000003296548,0.004659379,0.0004252475,0.0002099219,0.00001940388,0.00002656082,0.00001882686,0.005705559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09921344,"threshold_uncertainty_score":0.5586041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431154521543072,"score_gpt":0.3859901273677054,"score_spread":0.3616785821522747,"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."}}