{"id":"W2742196495","doi":"10.29311/ndtps.v0i9.501","title":"Fostering Learning Improvements in Physics (FLIP): A status report","year":2016,"lang":"en","type":"article","venue":"New Directions in the Teaching of Physical Sciences","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subject (documents); Mathematics education; Physics education; Work (physics); Point (geometry); Field (mathematics); Engineering physics; Physics; Computer science; Psychology; Library science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02938439,0.0006045601,0.0006497249,0.001272906,0.002054844,0.004554611,0.001534979,0.001849802,0.00808646],"category_scores_gemma":[0.03561457,0.0003288005,0.0007835773,0.001228797,0.002434442,0.003953225,0.009472559,0.002422996,0.001677192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861227,"about_ca_system_score_gemma":0.02190538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003822711,"about_ca_topic_score_gemma":0.004503364,"domain_scores_codex":[0.989448,0.004080091,0.0006302315,0.0008087745,0.002942122,0.002090828],"domain_scores_gemma":[0.9539704,0.01201489,0.003574309,0.00442283,0.01345373,0.01256381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001123674,0.007323954,0.03220053,0.002556484,0.00009224277,0.0003310973,0.007244173,0.001295028,0.004882527,0.01245872,0.02440458,0.9060871],"study_design_scores_gemma":[0.0020325,0.06441913,0.3359126,0.004766536,0.0006210856,0.001519966,0.02629993,0.006626471,0.04043823,0.01903138,0.4978998,0.0004324203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8605026,0.008130937,0.0183809,0.02260279,0.00162996,0.005311029,0.002012107,0.00119273,0.08023686],"genre_scores_gemma":[0.8983588,0.01215601,0.04597266,0.002627084,0.0005803534,0.004794743,0.002913926,0.0003262272,0.03227025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02938439,"threshold_uncertainty_score":0.1554013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.091501301561223,"score_gpt":0.4405070794283221,"score_spread":0.3490057778670991,"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."}}