{"id":"W3110647768","doi":"10.1139/cjc-2020-0218","title":"Measuring the impact of incorporating systems thinking into general chemistry on affective components of student learning","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Chemistry","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Psychology; Context (archaeology); Mathematics education; Situational ethics; Critical thinking; Chemistry education; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002503264,0.0004103587,0.0003616358,0.0003269756,0.0002907937,0.0008358964,0.0002777822,0.0002782466,0.002342239],"category_scores_gemma":[0.00832597,0.0001938927,0.000429089,0.0003517948,0.000323624,0.0002893095,0.000606115,0.0009706685,0.0003511665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004200381,"about_ca_system_score_gemma":0.0006731661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006607273,"about_ca_topic_score_gemma":0.001569465,"domain_scores_codex":[0.9983025,0.0004863762,0.0001148412,0.0001567614,0.0007349154,0.000204676],"domain_scores_gemma":[0.9914759,0.00426038,0.001242484,0.0004261977,0.0009947419,0.001600406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004421453,0.02680325,0.6402666,0.0004646535,0.000347888,0.00009350455,0.003737685,0.002551991,0.0902715,0.0003022535,0.0009003173,0.2298388],"study_design_scores_gemma":[0.0000820968,0.01129124,0.9739946,0.0000134747,0.0001043885,0.00003577529,0.0005633508,0.001818903,0.01135702,0.0001536759,0.0005590438,0.00002642999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986425,0.00001219345,0.0002779157,0.00001645366,0.000004454364,0.00005776425,0.00001639623,0.0000073369,0.0009651374],"genre_scores_gemma":[0.9966008,0.00005174824,0.002208716,0.00002878675,0.000009668835,0.0001095141,0.0000717719,0.00000398755,0.0009151943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002503264,"threshold_uncertainty_score":0.01323867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202351592338636,"score_gpt":0.3504859692878573,"score_spread":0.2302508100539937,"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."}}