{"id":"W3092527903","doi":"10.31756/jrsmte.331","title":"The effects of a Full-Year Pedagogical Treatment Based on a Collaborative Learning Environment on 7&lt;sup&gt;th&lt;/sup&gt; Graders’ Interest in Science and Technology and Conceptual Change","year":2020,"lang":"en","type":"article","venue":"Journal of Research in Science Mathematics and Technology Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Popularity; Conceptual change; Mathematics education; Science learning; Collaborative learning; Test (biology); Psychology; Conceptual framework; Science education; Computer science; Sociology; Social psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.005699362,0.0001101769,0.0002311709,0.002060174,0.0008733475,0.0001553356,0.0005690793,0.0001215783,0.000007695657],"category_scores_gemma":[0.009162319,0.00007535006,0.00001356001,0.005141878,0.01165947,0.0002616144,0.0001274747,0.0005287501,0.000002154401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000397204,"about_ca_system_score_gemma":0.00251122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001921051,"about_ca_topic_score_gemma":0.00007403152,"domain_scores_codex":[0.9977401,0.0002274997,0.0003285111,0.0003352825,0.0009388709,0.0004297604],"domain_scores_gemma":[0.9976332,0.001259219,0.0002509835,0.0001633663,0.000488415,0.0002048629],"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":[0.0001183895,0.001453452,0.03324828,0.0001097347,0.00001028419,0.00001646901,0.2536499,0.00002332932,0.02673904,0.5752972,0.000091139,0.1092428],"study_design_scores_gemma":[0.001602063,0.01025552,0.007004169,0.0008848188,0.00001439888,0.00003381991,0.9302366,0.007484689,0.005726117,0.02964748,0.006822783,0.0002875802],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397143,0.0005198969,0.0000181578,0.05882713,0.00008788356,0.0005385116,6.268994e-7,0.000008344156,0.0002851146],"genre_scores_gemma":[0.9973421,0.001420311,0.001043917,0.00005566412,0.00004480065,0.00006080715,1.104717e-7,0.000004058852,0.00002828542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6765867,"threshold_uncertainty_score":0.999184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2180914749404443,"score_gpt":0.4567999564872143,"score_spread":0.23870848154677,"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."}}