{"id":"W2625069957","doi":"10.1007/s11165-016-9605-z","title":"Encouraging Students with Different Profiles of Perceptions to Pursue Science by Choosing Appropriate Teaching Methods for Each Age Group","year":2017,"lang":"en","type":"article","venue":"Research in Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Montréal","funders":"","keywords":"Science education; Group (periodic table); Mathematics education; Perception; Psychology; Teaching method; Medical education; Chemistry; Medicine; Organic chemistry; Neuroscience","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","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.04241949,0.0001137184,0.0001713492,0.001213236,0.009032455,0.002122154,0.003641699,0.00004476608,0.00003094269],"category_scores_gemma":[0.008611957,0.00009380503,0.00002815295,0.001819896,0.005736844,0.002030477,0.0003135344,0.0003940839,0.000004931875],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035748,"about_ca_system_score_gemma":0.005836966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006649857,"about_ca_topic_score_gemma":0.00123539,"domain_scores_codex":[0.9947295,0.0006676011,0.0002805863,0.0007625895,0.002547527,0.001012174],"domain_scores_gemma":[0.9973001,0.0005084933,0.0001848079,0.000692352,0.0008092178,0.0005050203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002793677,0.00106452,0.1775219,0.00003657743,0.000002673869,1.815127e-7,0.2063164,0.00001158107,0.2214267,0.03041228,0.0004239175,0.3627554],"study_design_scores_gemma":[0.000383708,0.0003075743,0.606889,0.0004605951,0.000006862006,0.000001466506,0.3687139,0.0006443897,0.00771857,0.007254377,0.007220123,0.0003994542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796261,0.00002352931,0.006808527,0.005413366,0.001029724,0.001416548,0.000002096266,0.00001712134,0.005663012],"genre_scores_gemma":[0.9643284,0.00001866328,0.03412034,0.00004408347,0.0002096885,0.0003427299,0.000002390275,0.000007794587,0.000925901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4293672,"threshold_uncertainty_score":0.999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2498865870212291,"score_gpt":0.6426678767142843,"score_spread":0.3927812896930551,"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."}}